{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "971db502",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0eefedaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "events = pd.read_csv('../data_general/comparison_events.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "959d8454",
   "metadata": {},
   "outputs": [],
   "source": [
    "mobility_comps = pd.read_csv('../data_mobility/distance_traveled_comparison_events.csv', index_col=0, header=[0,1])\n",
    "mobility_comps = {float(key): mobility_comps[key] for key in mobility_comps.columns.levels[0] if key in mobility_comps.columns.get_level_values(0)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b2df7a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAIhCAYAAABE54vcAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAvyRJREFUeJzs3Xd4VGXaBvD7TE3vpIcSeg2ho4iggtKLiopi77q7WFf0U7ErlsW1rG1XRBEVUQRRAVGq9E7oEEgvpPdp5/tj5pwkkDIzmZ77d11cQjLlJYbMPOdpgiiKIoiIiIiIiMhqCncfgIiIiIiIyNswkCIiIiIiIrIRAykiIiIiIiIbMZAiIiIiIiKyEQMpIiIiIiIiGzGQIiIiIiIishEDKSIiIiIiIhsxkCIiIiIiIrIRAykiIiIiIiIbMZAiIp+xaNEiCILQ5K/HH3/coc9VXV2N+fPnY8OGDQ59XG83ZswYjBkzximPffbsWQiCgEWLFjnl8a1x55134pprrrnoTG+99ZZdj+eMv8/69esRFBSE7Oxsux+jqqoKN954I3r27Ing4GAEBgaib9++ePnll1FVVdXkfYqLi6FWq/Hjjz+ivLwcr7zyCsaMGYPY2FgEBQWhf//+eOONN1BbW3vRfU+dOoU5c+agY8eO8Pf3R9euXfHoo4+iqKioyec6ePAgBEHAvn37AACLFy+Wz6tQKNC5c+cm71dRUYEnn3wS48ePR4cOHSAIAubPn2/X14iISOXuAxAROdrnn3+OXr16NfpYfHy8Q5+juroaL7zwAgA4LXCgxuLi4rBt2zZ07drVLc+/b98+fPHFF9ixY4dbnt9aV155JYYNG4ann34aX3zxhV2PodfrIYoiHn30UXTp0gUKhQKbNm3Ciy++iA0bNuD333+/6D4//fQTNBoNrrnmGpw+fRoLFy7EnDlz8OijjyIoKAibN2/G/PnzsW7dOqxbtw6CIAAACgsLMWLECISEhOCll15Cx44dsW/fPjz//PP4888/sWfPHigUja/7Ll++HF26dEFqaioA4Msvv0ReXh6GDRsGk8kEvV7f5N+rqKgIn3zyCVJSUjB9+nR89tlndn19iIgABlJE5IP69euHIUOGuPsYdqmpqYGfn5/8JpPqabVajBgxwm3P//rrr2PYsGEe+72l1+shCAJUKhUeeugh3HDDDXj55ZeRlJRk82OFhYXh22+/bfSxq666CnV1dViwYAHOnDmD5OTkRp///vvvMXHiRPj7+6NLly44e/YsAgMD5c9fccUVCAwMxBNPPIGtW7di1KhRAMwBWFFREb799ltceeWVAICxY8eirq4OTz/9NA4cOCAHTA2f69prr5X/vGbNGjnYmjx5Mg4fPtzk36tTp04oKSmBIAg4f/48AykiahOW9hFRu3Hq1Cnccccd6N69OwICApCQkIApU6bg0KFDF922tLQUjz32GJKTk6HVahEdHY2JEyfi2LFjOHv2LDp06AAAeOGFF+Tywdtvv12+/5YtW3DllVciODgYAQEBuOSSS7B69epGzyGVIq5duxZ33nknOnTogICAAGzZsgWCIGDp0qUXnWvx4sUQBAG7du1q8e+al5eH++67D4mJidBoNOjSpQteeOEFGAwGAIAoipg4cSIiIyORkZEh36+6uhp9+/ZF79695RKu+fPny2VUM2fOREhICEJDQ3HLLbegsLCw1a97cXExHnzwQSQkJECj0SA5ORnPPPMM6urqGt1u2bJlGD58OEJDQxEQEIDk5GTceeed8uebK+2z5Wv9559/4oEHHkBUVBQiIyMxc+ZM5OTktPp3yM/Px48//og5c+a0etvCwkI8+OCD6NOnD4KCghAdHY0rrrgCmzdvbvW+1n6PbtiwAYIg4Msvv8Rjjz2GhIQEaLVanDp1CgAwZcoUBAUF4dNPP231OW0hfd+rVI2vw5aXl+P333+Xg5vAwMBGQZRk2LBhAIDMzEz5Y2q1GgAQGhra6LZhYWEAAD8/v0YfP3bsGI4cOdIokLowY9Uc6d8qEZEjMJAiIp9jNBphMBga/QKAnJwcREZG4vXXX8dvv/2GDz74ACqVCsOHD8fx48fl+1dUVGDUqFH4+OOPcccdd2DVqlX46KOP0KNHD+Tm5iIuLg6//fYbAOCuu+7Ctm3bsG3bNjz77LMAgI0bN+KKK65AWVkZ/vvf/2Lp0qUIDg7GlClTLrrKD5j7btRqNb788kt8//33uOSSS5CamooPPvjgotu+//77GDp0KIYOHdrs318qcVqzZg2ee+45/Prrr7jrrrvw2muv4Z577gEA+U14QEAAZs2aJZdCPfjgg0hPT8d333130RvhGTNmoFu3bvj+++8xf/58rFixAldffXWzZVQAUFtbi7Fjx2Lx4sV49NFHsXr1atxyyy1YsGABZs6cKd9u27ZtuOGGG5CcnIxvvvkGq1evxnPPPSf/v2uOrV/ru+++G2q1Gl9//TUWLFiADRs24JZbbmnxOQBg7dq10Ov1GDt2bKu3LS4uBgA8//zzWL16NT7//HMkJydjzJgxF/XUiaLYKAC39ntUMm/ePGRkZOCjjz7CqlWrEB0dDQDQaDRNBpS2EkURBoMB5eXl+O233/D222/jpptuQseOHRvdbtWqVRAEAZMmTWrx8f744w8AQN++feWPTZ8+HR07dsRjjz2GtLQ0VFZWYtOmTXj99dcxZcoU9O7du9FjLF++HAkJCRg+fHib/m5ERG0mEhH5iM8//1wE0OQvvV5/0e0NBoOo0+nE7t27i4888oj88RdffFEEIK5bt67Z5yosLBQBiM8///xFnxsxYoQYHR0tVlRUNHqufv36iYmJiaLJZGp03ltvvbXZv8u+ffvkj+3cuVMEIH7xxRctfh3uu+8+MSgoSDx37lyjj7/11lsiADEtLU3+2JYtW0SVSiXOnTtX/N///icCED/77LNG93v++edFAI2+RqIoikuWLBEBiF999ZX8scsvv1y8/PLL5T9/9NFHIgDxu+++a3TfN954QwQgrl27ttHZSktLm/17paeniwDEzz//XP6YrV/rBx98sNFjLliwQAQg5ubmNvu8oiiKDzzwgOjv7y8/3oVnevPNN5u9r8FgEPV6vXjllVeKM2bMaPF5mrpvU9+jf/75pwhAHD16dLP3feaZZ0SFQiFWVlba9JwNLV26tNG/ozvuuKPJf0vTp08Xp0yZ0uJjHThwQPT392/ya5CTkyOOHDmy0XNdf/31Ym1t7UW3HThwoPi3v/2t2eeZNGmS2KlTp1b/bi39GyYisgYzUkTkcxYvXoxdu3Y1+qVSqWAwGPDqq6+iT58+0Gg0UKlU0Gg0OHnyJI4ePSrf/9dff0WPHj1w1VVX2fzcVVVV2LFjB6677joEBQXJH1cqlZgzZw6ysrIuyiw0LFGS3HTTTYiOjm6UlXrvvffQoUMH3HDDDS2e4eeff8bYsWMRHx/fKCs3YcIEAOYsjuTSSy/FK6+8goULF+KBBx7ALbfcgrvuuqvJx7355psb/XnWrFlQqVT4888/mz3LH3/8gcDAQFx33XWNPi5lYdavXw8AcoZt1qxZ+O6776yaOGfP13rq1KmN/jxgwAAAwLlz51p8rpycHHnKmzU++ugjDBo0CH5+flCpVFCr1Vi/fn2j77OmWPs9Kmnqe0cSHR0Nk8mEvLw8q87clKuvvhq7du3CH3/8gVdeeQXLly/HtddeC5PJJN+mqqoKa9asafEsZ8+exeTJk5GUlHRRX1JJSQmmTZuG8vJyLFmyBJs2bcKHH36ILVu2YOrUqY2ykmfOnMH+/ftbfC4iIldhIEVEPqd3794YMmRIo18A8Oijj+LZZ5/F9OnTsWrVKuzYsQO7du1CSkoKampq5PsXFhYiMTHRrucuKSmBKIqIi4u76HPS5MALRzo3dVutVov77rsPX3/9NUpLS1FYWIjvvvsOd999N7RabYtnyM/Px6pVq6BWqxv9ksqpzp8/3+j2N998MzQaDerq6vDEE080+7ixsbGN/qxSqRAZGdnsiGrp7xobG3tRABIdHQ2VSiXfd/To0VixYgUMBgNuvfVWJCYmol+/fk32iUns+VpHRkY2+rP0tWz4/78p0hAQa7zzzjt44IEHMHz4cCxfvhzbt2/Hrl27cM0117T6PNZ+j0qa+rtLpPO29pwtCQ8Px5AhQzB27Fg8/fTT+OSTT7By5Ur89NNP8m1Wr14NvV5/UZAqOXfuHMaOHQuVSoX169cjIiKi0effeOMN7N+/H+vWrcPs2bNx2WWX4YEHHsCSJUuwdu1aLFmyRL7t999/j+joaHlQBRGRO3FqHxG1G1999RVuvfVWvPrqq40+fv78ebmxHTA31GdlZdn1HOHh4VAoFMjNzb3oc9JQg6ioqEYfby7L8cADD+D111/H//73P9TW1sJgMOD+++9v9QxRUVEYMGAAXnnllSY/33AUvNFoxM0334zw8HBotVrcdddd2Lp1KzQazUX3y8vLQ0JCgvxng8GAoqKii4KThiIjI7Fjxw6Iotjo71lQUACDwdDoazFt2jRMmzYNdXV12L59O1577TXMnj0bnTt3xsiRIy96bHu+1vaKiorC3r17rbrtV199hTFjxuA///lPo49XVFRYdV9rvkclLWXIpF4tR30NgPphESdOnJA/tnz5clxxxRUIDw+/6Pbnzp3DmDFjIIoiNmzY0OQFiv379yMhIeGioFDKUjacwLd8+XJMnz4dSqXSIX8fIqK2YEaKiNoNQRAuyuasXr36ojKyCRMm4MSJE3JjfFOay2QEBgZi+PDh+OGHHxp9zmQy4auvvkJiYiJ69Ohh1Xnj4uJw/fXX48MPP8RHH32EKVOmXNTk3xRp/HPXrl0vyswNGTKkUSD1/PPPY/PmzViyZAm+/fZbHDhwoNmsVMPMAAB89913MBgMLe7RuvLKK1FZWYkVK1Y0+vjixYvlz19Iq9Xi8ssvxxtvvAEA8tLVCznya92aXr16oaioCGVlZa3etqnvs4MHD2Lbtm123bep71FrnDlzBpGRkYiJibH5vs2Ryji7desGwDxM5Jdffmmy1C4jIwNjxoyB0WjEH3/8gU6dOjX5mPHx8cjKyrro7yh9vaTgKzMzE7t27WJZHxF5DGakiKjdmDx5MhYtWoRevXphwIAB2LNnD958882LrpLPnTsX3377LaZNm4annnoKw4YNQ01NDTZu3IjJkydj7NixCA4ORqdOnfDTTz/hyiuvREREBKKiotC5c2e89tprGDduHMaOHYvHH38cGo0GH374IQ4fPoylS5faNH75H//4hzyd7PPPP7fqPi+++CLWrVuHSy65BH//+9/Rs2dP1NbW4uzZs/jll1/w0UcfITExEevWrcNrr72GZ599Vg5oXnvtNTz++OMYM2YMZsyY0ehxf/jhB6hUKowbNw5paWl49tlnkZKSglmzZjV7lltvvRUffPABbrvtNpw9exb9+/fHli1b8Oqrr2LixIlyH9pzzz2HrKwsXHnllUhMTERpaSneffddqNVqXH755c0+viO/1i2Rsio7duzA+PHjL/p8w+eZPHkyXnrpJTz//PO4/PLLcfz4cbz44ovo0qVLq1MIrf0etcb27dtx+eWXNzrbokWLcMcdd+Dzzz9vNC3wQh9//DE2b96M8ePHIykpCVVVVdi8eTPee+89XHLJJZg2bRoA4LfffkN1dTWmT5/e6P4FBQUYO3YscnNz8d///hcFBQUoKCiQP5+YmCj/nR566CEsWbIE48aNw1NPPYWkpCQcPnwYL7/8MmJiYuTevOXLlyMsLKzJyYlHjhzBkSNHAJgzp9XV1fj+++8BAH369EGfPn3k2/7666+oqqqSM4RHjhyRbztx4kQEBARY9fUlIuLUPiLyGdJktl27djX5+ZKSEvGuu+4So6OjxYCAAHHUqFHi5s2bL5o0J932H//4h9ixY0dRrVaL0dHR4qRJk8Rjx47Jt/n999/F1NRUUavVigDE2267Tf7c5s2bxSuuuEIMDAwU/f39xREjRoirVq2y6bySzp07i71797bpa1FYWCj+/e9/F7t06SKq1WoxIiJCHDx4sPjMM8+IlZWVYk5OjhgdHS1eccUVotFolO9nMpnEKVOmiGFhYWJ6erooivVT+/bs2SNOmTJFDAoKEoODg8WbbrpJzM/Pb/S8TX0ti4qKxPvvv1+Mi4sTVSqV2KlTJ3HevHmNJrL9/PPP4oQJE8SEhARRo9GI0dHR4sSJE8XNmzfLt2lqap8otu1rLU2/+/PPP1v8ehqNRrFz584XTf1LS0sTAYjvvfee/LG6ujrx8ccfFxMSEkQ/Pz9x0KBB4ooVK8Tbbrut1Wly1n6PSudetmxZk49z6tQpEYC4fPnyRh9/7733RADib7/91uI5tm7dKk6ePFmMj48XNRqNGBAQIKakpIgvvfSSWFVVJd/ulltuuej/d8PzNffrwkl5e/fuFWfMmCEmJiaKWq1WTE5OFu+++24xIyNDvs2oUaMa/RtrSPoetea5OnXq1Oxtpe95IiJrCKIoiq4I2IiIyHYHDx5ESkoKPvjgAzz44INuOcP8+fPxwgsvoLCw0KH9Nt7m7bffxiuvvILs7Gz4+/sDAH788UfMnDkTq1evxsSJE918wnrPPvssFi9ejNOnTzdanjtr1iykp6e3utDZGjqdDtHR0XjppZfwt7/9rc2P1xKpP2/FihWYMmWKU5+LiMhaLO0jIvJAp0+fxrlz5/D0008jLi6uxTIsco2HHnoI77//Pj744APMmDED+/fvx9NPP43Y2FhcccUV7j6erLS0FB988AHee++9RkGUaBn48NVXXznkeTQaDUpLSx3yWK2JjY2F0Wh0yXMREVmLwyaIiDzQSy+9hHHjxqGyshLLli1j34YH8PPzw5dffgmtVouXXnoJc+bMQXx8PH799VerR6O7Qnp6OubNm4fZs2c3+rggCCgoKGiyx4uIiGzH0j4iIiIiIiIbMSNFRERERERkIwZSRERERERENmIgRUREREREZCOfn9pnMpmQk5OD4OBghy1mJCIiIiIi7yOKIioqKhAfHw+Fom05JZ8PpHJycpCUlOTuYxARERERkYfIzMxEYmJimx7D5wOp4OBgAOYvVkhIiJtPQ0RE7mA0GrFv3z4AQGpqKpRKpZtPRERE7lBeXo6kpCQ5RmgLnw+kpHK+kJAQBlJERO2UTqfDpk2bAACjRo2CRqNx84mIiMidHNHyw2ETRERERERENmIgRUREREREZCMGUkRERERERDZiIEVERERERGQjBlJEREREREQ2YiBFRERERERkI58ff05ERKRSqTB79mz590RERG3FVxMiIvJ5CoUCPXr0cPcxiIjIh7C0j4iIiIiIyEbMSBERkc8zGo04dOgQAKB///5QKpVuPhEREXk7BlJEROTzjEYjVqxYAQDo06cPAykiImozlvYRERERERHZiIEUERERERGRjRhIERERERER2YiBFBERERERkY0YSBEREREREdmIgRQREfk8g9GEnNIaGE2iu49CREQ+goEUERH5vO/25uDnik4wdR4OlYqbP4iIqO0YSBERkc87W1QDTYdOOK+OhkLBlz4iImo7vpoQEZHPq6g1AAAyi2vcfBIiIvIVrG8gIiKfV15dB13hOZwsV8JkupRZKSIiajO+khARkc8rq65D9fEtKDy4EUXlzEoREVHbMZAiIiKfV1Grl3+fVVLtxpMQEZGvYCBFREQ+T+qRAoCsUgZSRETUdgykiIjI5zXKSHHgBBEROQADKSIi8mmiKKKyrkFGqoSBFBERtR0DKSIi8mk1eiMMJlH+cyZ7pIiIyAEYSBERkU9r2B8FMCNFRESO4dZAatOmTZgyZQri4+MhCAJWrFhx0W2OHj2KqVOnIjQ0FMHBwRgxYgQyMjJcf1giIvJKFbV6QFAgoPtIBHQfieyyWoii2PodiYiIWuDWQKqqqgopKSl4//33m/z86dOnMWrUKPTq1QsbNmzAgQMH8Oyzz8LPz8/FJyUiIm9VXmuAoFCiY/c+0MYmo84ooLCyzt3HIiIiL6dy55NPmDABEyZMaPbzzzzzDCZOnIgFCxbIH0tOTnbF0YiIyEeU15gn9oUHaqAQgJyyWmSV1CA6mBfliIjIfh7bI2UymbB69Wr06NEDV199NaKjozF8+PAmy/8aqqurQ3l5eaNfRETUflXUGiCKJqAsB6H68xBFEzKLOXCCiIjaxmMDqYKCAlRWVuL111/HNddcg7Vr12LGjBmYOXMmNm7c2Oz9XnvtNYSGhsq/kpKSXHhqIiLyNBW1BsBkRP7e9Sg99CdgMnLgBBERtZnHBlImkwkAMG3aNDzyyCMYOHAgnnrqKUyePBkfffRRs/ebN28eysrK5F+ZmZmuOjIREXkgaRmvVqVAqL8aAJiRIiKiNnNrj1RLoqKioFKp0KdPn0Yf7927N7Zs2dLs/bRaLbRarbOPR0REXkIaf65RKRDiZwmkuEuKiIjayGMzUhqNBkOHDsXx48cbffzEiRPo1KmTm05FRETeprxBRirE33z9MLOYpX1ERNQ2bs1IVVZW4tSpU/Kf09PTsX//fkRERKBjx4544okncMMNN2D06NEYO3YsfvvtN6xatQobNmxw36GJiMirSBkprdpS2mcEckprYDSJUCoEN5+OiIi8lVszUrt370ZqaipSU1MBAI8++ihSU1Px3HPPAQBmzJiBjz76CAsWLED//v3x2WefYfny5Rg1apQ7j01ERF5E6pHSqJQI1KqgVgowmETkljErRURE9nNrRmrMmDGtbpe/8847ceedd7roRERE5GvKpYyUSgGFICA+1B8ZZXpkFtcgMTzAzacjIiJv5bHDJoiIiByhvEYPCAqMvnI8BnUMx8kDBmSUlSCrpBpApLuPR0REXspjh00QERE5QkWtAYJCieHDhmHYsGHoGBkMAMjkLikiImoDBlJEROTTpB6pYMvo86QIfwBAFndJERFRG7C0j4iIfJbJJKKyzgBRNKE0Pxtnq7VICPUDwF1SRETUNgykiIjIZ1XpDDCJAExG/PjdEqiVCkya8yAA7pIiIqK2YWkfERH5LGmHlEohQGXZGZUQbi7ty6+oRZ3B6LazERGRd2MgRUREPksKpIL91BAEcyAVGaiBv1oJUQSyOXCCiIjsxECKiIh8Vv2gifpKdkEQ5IETnNxHRET2YiBFREQ+q7yJQAoAkiyLeLM4cIKIiOzEQIqIiHyWVNoXpFU3+nhShDmQ4sAJIiKyFwMpIiLyWeWWQCrEv3FGKjFcKu1jRoqIiOzD8edEROSzpB6pkAAtxo0bBwBQKpVyRopLeYmIyF4MpIiIyGeV15gzUqEBWlx66SD541KPFIdNEBGRvVjaR0REPqt+al/jHqlEy9S+4iodquoMLj8XERF5PwZSRETks+RhExoFsrOzkZ2dDZPJhBA/NUL9zcEV+6SIiMgeDKSIiMhnSRmpILWATz/9FJ9++ikMBnNwJe+S4uQ+IiKyAwMpIiLyWXJGyu/ilmC5T4oDJ4iIyA4MpIiIyGfJC3kv2CMF1O+SyuLACSIisgMDKSIi8lkVzeyRAoAk7pIiIqI2YCBFREQ+q7607+KMVGIES/uIiMh+DKSIiMgnGU0iKi2jzYNb6JHKKqmBKIouPRsREXk/BlJEROSTKmvr90M1FUglWkr7KusMKK3Wu+xcRETkGy5+ZSEiIvIB0qAJrUqBAK0GY8aMAQAolUoAgJ9aiQ7BWhRW1CGzpBrhgRp3HZWIiLwQAykiIvJJUn9UsJ8aSqVSDqQaSgr3NwdSxTUYkBjm2gMSEZFXY2kfERH5JGkZb0gTZX0SaQQ6J/cREZGtmJEiIiKfVF5bP2hCFEUUFhYCADp06ABBEAA0HDjBQIqIiGzDjBQREfkkOSPlr4Zer8eHH36IDz/8EHp9/WCJpAjLLqliLuUlIiLbMJAiIiKfVFHb/OhziZSRYmkfERHZioEUERH5JCkjFay9eBmvROqRyiqpgcnEXVJERGQ9BlJEROSTyq3ISMWF+kGpEKAzmFBYWeeqoxERkQ9gIEVERD5Jzkj5NZ+RUikViA3xAwBkFrO8j4iIrMdAioiIfJKUkQrxb3lArTxwgn1SRERkAwZSRETkkxou5G2JPHCCk/uIiMgG3CNFREQ+qbxGKu1TQalU4pJLLgEAKJXKRreTl/KytI+IiGzAQIqIiHxSfY+UOZAaP358k7eTSvuySpiRIiIi67G0j4iIfJJU2hdibWkfe6SIiMgGDKSIiMgnNQykRFFEaWkpSktLIYqN90VJpX25ZbUwGE0uPycREXknBlJERORz9EYTavRGAObSPr1ej4ULF2LhwoXQ6/WNbtshSAuNSgGjSURuWa07jktERF6IgRQREfkcKRsFAEEtLOQFAIVCQGK4ZQQ6B04QEZGVGEgREZHPkQZNBGiUUCtbf6lLZJ8UERHZiIEUERH5nPodUtYNp02SM1Kc3EdERNZhIEVERD6nXB593vLEPom8S4oZKSIishIDKSIi8jnlNbZmpMyBFHdJERGRtRhIERGRz5F6pFrbISWRlvJy2AQREVnLukt1REREXuTCHimFQoGhQ4fKv7+QlJEqqKhDrd4IP7XSRSclIiJvxUCKiIh8Tn0gZc5IqVQqTJo0qdnbhwWoEaRVobLOgKySGnSLDnLJOYmIyHuxtI+IiHxOuVzaZ931QkFosEuKAyeIiMgKDKSIiMjnyD1S/uaMlCiKqKqqQlVVFURRbPI+0uS+LPZJERGRFRhIERGRz7mwR0qv1+PNN9/Em2++Cb1e3+R96jNSnNxHREStYyBFREQ+x9aFvED9wAlO7iMiImswkCIiIp8jL+TVWjf+HOBSXiIisg0DKSIi8jlSRkrqkbKGtEuKS3mJiMgaDKSIiMjnSMMm7CntK63Wy/cnIiJqDgMpIiLyOeV29EgFalWICNQAADKLmZUiIqKWMZAiIiKfUqs3QmcwAahfyGutJO6SIiIiK1l/qY6IiMgLSP1RABCkNb/MKRQKDBw4UP59cxIjAnAgq4yT+4iIqFUMpIiIyKfI/VFaFZQKAQCgUqkwffr0Vu8r7ZLiwAkiImoNS/uIiMin2LNDSsJdUkREZC1mpIiIyKfIO6Qa9EeJogi93vxxtVoNQRCavC93SRERkbWYkSIiIp/SVEZKr9fj1VdfxauvvioHVE1JalDaJ4qicw9KRERejYEUERH5FKlHypZlvJKEcH8IAlCtM6K4SufooxERkQ9hIEVERD6lLT1SWpUSMcF+AIBMDpwgIqIWMJAiIiKfYs8y3oaSIiy7pDhwgoiIWsBAioiIfEp5zcXDJmwhT+7jwAkiImoBAykiIvIpUmlfiJ2BVKI0ua+YpX1ERNQ8BlJERORT5IW8dpb21S/lZUaKiIiaxz1SRETkU5oaNqFQKNCnTx/59y3hUl4iIrIGAykiIvIp0kLehqV9KpUKs2bNsur+0rCJ7NIaGE0ilIqml/cSEVH7xtI+IiLyKXKPlL991wrjQv2hUgjQG0UUVNQ68mhERORDGEgREZFPqe+Rsm/YhFIhID5MGoHOgRNERNQ0BlJEROQzRFFsskdKp9Nh/vz5mD9/PnQ6XauPw11SRETUGgZSRETkM2r0RhhMIgD7M1IAd0kREVHr3BpIbdq0CVOmTEF8fDwEQcCKFSuave19990HQRCwcOFCl52PiIi8i5SNUghAoEZp9+MkcZcUERG1wq2BVFVVFVJSUvD++++3eLsVK1Zgx44diI+Pd9HJiIjIGzXsjxIE+6ftSbukmJEiIqLmuHX8+YQJEzBhwoQWb5OdnY2HH34Ya9aswaRJk1x0MiIi8kblTfRH2SPRUtqXxR4pIiJqhkfvkTKZTJgzZw6eeOIJ9O3b16r71NXVoa6uTv5zeXm5s45HREQeprymbRP7JNKwidzyWugMJmhUbCkmIqLGPPqV4Y033oBKpcLf//53q+/z2muvITQ0VP6VlJTkxBMSEZEnkXdItTEj1SFICz+1AqII5JaxT4qIiC7msYHUnj178O6772LRokU21bnPmzcPZWVl8q/MzEwnnpKIiDxJ/ejzxhkphUKB7t27o3v37lAoWn/pEwRBLu/jwAkiImqKx5b2bd68GQUFBejYsaP8MaPRiMceewwLFy7E2bNnm7yfVquFVqt10SmJiMiTSMMmLsxIqVQq3HzzzTY9VlK4P04VVHLgBBERNcljA6k5c+bgqquuavSxq6++GnPmzMEdd9zhplMREZEnK5en9rX95a1+BDoDKSIiuphbA6nKykqcOnVK/nN6ejr279+PiIgIdOzYEZGRkY1ur1arERsbi549e7r6qERE5AWaK+2zR/1SXpb2ERHRxdwaSO3evRtjx46V//zoo48CAG677TYsWrTITaciIiJvJQ+b8G/88qbT6fDmm28CAJ544gloNJpWH0ua3MeMFBERNcWtgdSYMWMgiqLVt2+uL4qIiAhovJD3Qnq93qbHkndJsUeKiIia4LFT+4iIiGzlqIW8QH1p3/lKHap1hjY/HhER+RYGUkRE5DMctZAXAEID1HJAlsU+KSIiugADKSIi8hmOWsgrSWJ5HxERNYOBFBER+YyWeqTsUT9wghkpIiJqjIEUERH5BJNJRGWdczJSnNxHREQX8tiFvERERLao0hlgsgyCvTAjJQgCOnfuLP/eWvJSXpb2ERHRBRhIERGRT5D6o9RKAX7qxgUXarUat99+u82PydI+IiJqDkv7iIjIJ1TIo8/VNmWdWiKX9jEjRUREF2AgRUREPqF+0ITjii0Swv0tj21AWbVtC32JiMi3MZAiIiKfUN5CIKXT6bBgwQIsWLAAOp3O6scM0KgQFaQBwKwUERE1xkCKiIh8Qv0OqaZHn1dXV6O62vZgKJG7pIiIqAkMpIiIyCeUyz1Sjp2jJE/u48AJIiJqgIEUERH5BEcv45UkWfqkWNpHREQNMZAiIiKfUF7j7IwUAykiIqrHQIqIiHyClJFqrkfKXvUj0FnaR0RE9RhIERGRT6hwWo+UubQvq6Qaoig69LGJiMh7OfbVhoiIyE1aykgJgoD4+Hj597aIC/WHIAC1ehMKK+sQHezX9sMSEZHXYyBFREQ+oaWpfWq1Gvfee69dj6tRKRAX4oecslpkFtcwkCIiIgAs7SMiIh8hZ6T8HdsjBQCJEdwlRUREjTGQIiIin+CsHimgfuBEFgdOEBGRBUv7iIjIJ9QHUhdnpPR6PT744AMAwEMPPQS12raslTRwgiPQiYhIwkCKiIi8ntEkorKu+YyUKIooLS2Vf2+r+hHoDKSIiMiMpX1EROT1Ki3ZKMBJpX3yUl6W9hERkRkDKSIi8nrllkETWpUCWpXS4Y8vlfbllNbAaOIuKSIiYiBFREQ+oKX+KEeICfaDWinAYBKRW8asFBERMZAiIiIfUL+M1zmtvwqFgIQwaeAEAykiImIgRUREPqClZbyOIvdJceAEERGBU/uIiMgHtLaMVxAEdOjQQf69PRK5S4qIiBpgIEVERF6vtWW8arUaDz30UJueQxo4kcVdUkREBJb2ERGRD5AyUsFa5wybALhLioiIGmMgRUREXs+lPVIcNkFERGBpHxER+YDWeqT0ej0++eQTAMC9994Ltdr2zFVSuLm0L7+iFnUGo1P2VRERkfdgRoqIiLxeaxkpURRRWFiIwsJCiKJ9C3UjAjUI0CghikA2B04QEbV7DKSIiMjrOXshL2Ce9lffJ8VAioiovWMgRUREXq+8xjJswok9UgCQGC4t5eXACSKi9o6BFBEReT25R8qJGSmAS3mJiKgeAykiIvJ6re2RchQpI8WlvERExECKiIi8nhRIuSojxaW8RETE8edEROTV9EYTavRGAM1npARBQFhYmPx7e3HYBBERSRhIERGRV5OyUUDzgZRarcbcuXPb/FxJEebSvuIqHarqDAjU8mWUiKi9YmkfERF5NWnQRIBGCZXSuS9rwX5qhAWYywc5cIKIqH1jIEVERF7NVYMmJHJ5XzHL+4iI2jMGUkRE5NXKa6UdUs0PmtDr9fjkk0/wySefQK/Xt+n5uEuKiIgA9kgREZGXK6+RJvY1/5ImiiJycnLk37cFd0kRERHAjBQREXm5CisyUo6UxF1SREQEBlJEROTlXN0jlShlpFjaR0TUrjGQIiIir1YfSLkmI9XJEkiln6+S+7OIiKj9YSBFREReTQpmWuqRcqQuUYHoEROEOoMJy/dkueQ5iYjI8zCQIiIiryb1SIX4uyYjJQgC5ozoBAD4cvu5Ng+vICIi78RAioiIvJq1PVIBAQEICAhwyHPOGJSIIK0KZwqrsPVUkUMek4iIvAvHnxMRkVezJpDSaDR48sknHfacQVoVZg5KwOJt57B421mM6h7lsMcmIiLvwIwUERF5NXkhr9Y1pX0Sqbzv96P5yC7lKHQiovaGgRQREXk1KSPlqh4pSfeYYIxMjoRJBJZsP+fS5yYiIvdjIEVERF6tfiFv86V9er0eixYtwqJFi6DXO25k+W2XmLNS3+7KRJ3B6LDHJSIiz8dAioiIvFq5FT1Soiji7NmzOHv2rEOn7F3VOwZxoX4oqtLhl0O5DntcIiLyfAykiIjIa9XqjdAZTABct5C3IZVSgdnDOgIAFm9jeR8RUXvCQIqIiLyW1B8lCECw1j2DaG8c1hFqpYB9GaU4lFXmljMQEZHrMZAiIiKvJfVHBWlUUCgEt5yhQ7AWE/rFAQAWbzvrljMQEZHrMZAiIiKvZe0yXme7daR56MTKAzkoqdK59SxEROQaNr/y1NXVYefOnTh79iyqq6vRoUMHpKamokuXLs44HxERUbPkHVJu6I9qaHCncPSJC8GR3HIs25OJe0d3det5iIjI+awOpP766y+89957WLFiBXQ6HcLCwuDv74/i4mLU1dUhOTkZ9957L+6//34EBwc788xEREQAGu6Qav3lTK12XrAlCAJuHdkJT/1wCF9tz8Ddo5LdVmpIRESuYVVp37Rp03DdddchISEBa9asQUVFBYqKipCVlYXq6mqcPHkS//d//4f169ejR48eWLdunbPPTURE1GCHVMtBkkajwTPPPINnnnkGGo3GKWeZNjABIX4qZBRXY+OJQqc8BxEReQ6rMlLjx4/HsmXLmn3xSU5ORnJyMm677TakpaUhJyfHoYckIiJqiqf0SAGAv0aJ64ck4b9b0rF421mM7RXt7iMREZETWZWReuihh6y+gte3b1+MGzeuTYciIiKyhjXLeF3plhHmoRMbThTiXFGVm09DRETO1KapfZWVlSgvL2/0i4iIyFXKa8ylfSGtlPYZDAYsWbIES5YsgcFgcNp5ukQFYnSPDhBF4KvtXNBLROTLbA6k0tPTMWnSJAQGBiI0NBTh4eEIDw9HWFgYwsPDnXFGIiKiJtWX9rUcSJlMJpw8eRInT56EyWRy6plus4xC/253Fmp0Rqc+FxERuY/NtRA333wzAOB///sfYmJiIAicSkRERO5RP2zCM0r7AGBMz2gkhvsjq6QGqw7kYNbQJHcfiYiInMDmV56DBw9iz5496NmzpzPOQ0REZDVPGjYhUSoE3DKiE17/9RgWbz+L64ck8qIjEZEPsrm0b+jQocjMzHTGWYiIiGwiLeQN8XfvQt4LzRqSBI1KgcPZ5diXWeru4xARkRPYfAnvs88+w/3334/s7Gz069fvogWHAwYMcNjhiIiIWiIv5PWgjBQARARqMGVAPJbvzcKX285hUEf2EBMR+RqbX3kKCwtx+vRp3HHHHfLHBEGAKIoQBAFGIxtriYjINaxdyOsOt47shOV7s7D6YC6emdQbUUFadx+JiIgcyObSvjvvvBOpqanYtm0bzpw5g/T09Eb/tcWmTZswZcoUxMfHQxAErFixQv6cXq/HP//5T/Tv3x+BgYGIj4/HrbfeymW/REQEABBF0SN7pCQpSWFISQqDzmjCt7tYEk9E5GtsfuU5d+4cVq5ciW7durX5yauqqpCSkoI77rgD1157baPPVVdXY+/evXj22WeRkpKCkpISzJ07F1OnTsXu3bvb/NxEROTdavRGGEwigNYzUhqNBvPnz3fBqRq7dUQnPJZZiiXbz+G+0clQKdu0vpGIiDyIzYHUFVdcgQMHDjgkkJowYQImTJjQ5OdCQ0Oxbt26Rh977733MGzYMGRkZKBjx45tfn4iIvJeUjZKIQCBGqWbT9O0SQPi8MovR5FTVov1xwpwdd9Ydx+JiIgcxOZAasqUKXjkkUdw6NAh9O/f/6JhE1OnTnXY4S5UVlYGQRAQFhbW7G3q6upQV1cn/7m8vNxp5yEiIvdp2B/lqePF/dRKzBqShI82nsaX284xkCIi8iE2B1L3338/AODFF1+86HPOHDZRW1uLp556CrNnz0ZISEizt3vttdfwwgsvOOUMRETkOcpt6I8yGAz44YcfAAAzZ86ESuW6nqqbh3fEx5tOY8up8zhVUIlu0UEue24iInIem4u1TSZTs7+cFUTp9XrceOONMJlM+PDDD1u87bx581BWVib/4s4rIiLfVF5j/cQ+k8mEI0eO4MiRIzCZTM4+WiNJEQG4slc0AOCr7edc+txEROQ8NgdSLQUm27dvb9NhmqLX6zFr1iykp6dj3bp1LWajAECr1SIkJKTRLyIi8j2eukOqKXNGdgYALN+Thao6g3sPQ0REDmFzIDVu3DgUFRVd9PGtW7fimmuuccihJFIQdfLkSfz++++IjIx06OMTEZH3qh997nk7pC50WbcodIkKREWdAT/uy3b3cYiIyAFsDqQuu+wyjB8/HhUVFfLHNm3ahIkTJ+L555+36bEqKyuxf/9+7N+/HwCQnp6O/fv3IyMjAwaDAddddx12796NJUuWwGg0Ii8vD3l5edDpdLYem4iIfIw0bMIbMlIKhYBbRnQCAHy57RxEUXTziYiIqK1sDqQ++eQTdOnSBZMmTUJtbS3+/PNPTJo0CS+++CIeeeQRmx5r9+7dSE1NRWpqKgDg0UcfRWpqKp577jlkZWVh5cqVyMrKwsCBAxEXFyf/+uuvv2w9NhER+ZhyeWqf5wdSAHDd4ET4q5U4nl+BnenF7j4OERG1kc2vPoIgYOnSpZg0aRKuvPJKHDx4EK+99hoefvhhm598zJgxLV6V4xU7IiJqjtwj5e/5pX0AEOqvxvTUeCzdmYnF289heDLL1YmIvJlVgdTBgwcv+tjzzz+Pm266CbfccgtGjx4t32bAgAGOPSEREVETKmwYf+4p5ozojKU7M7HmcB7yy2sRE+Ln7iMREZGdrHr1GThwIARBaJQhkv788ccf45NPPoEoik7dI0VERNRQw4W8rVGr1Xj66afl37tLn/gQDOkUjt3nSvD1jgw8Mq6H285CRERtY1UglZ6e7uxzEBER2cSWhbyCIECj0Tj7SFa59ZLO2H2uBEt3ZuDhK7pBrbS5XZmIiDyAVYFUp06dnH0OIiIim0gLeUO8YPx5Q9f0jUVUkBYFFXVYk5aHyQPi3X0kIiKyg1WXwbZt22b1A1ZVVSEtLc3uAxEREVnDlh4pg8GAFStWYMWKFTAY3LsQV6NSYPawJADA4m3n3HoWIiKyn1WB1K233opx48bhu+++Q2VlZZO3OXLkCJ5++ml069YNe/fudeghiYiILmRLj5TJZJL3FppMJmcfrVWzh3eCUiFgZ3oxjuWVu/s4RERkB6sCqSNHjmDatGl47rnnEB4ejr59+2LcuHGYMmUKRo0ahaioKAwePBjnzp3DunXrMGfOHGefm4iI2jGTSURlnWX8uRdN7ZPEhvphfJ8YAOYFvURE5H2sCqTUajUefvhhHDt2DDt27MC9996Lfv36ISEhAWPGjMHHH3+M7OxsLFmyBP369XP2mYmIqJ2r0hlgsgyS9ZY9UheaM9Lcf/zjvmx5uTAREXkPmy/jDRo0CIMGDXLGWYiIiKwi9UeplQK0Ku+cejcyORLdo4NwsqASy/dk4Y5Lu7j7SEREZAPvfPUhIqJ2rX7QhBqCILj5NPYRBAG3WrJSX24/12hXIxEReT4GUkRE5HXqB014X39UQzMGJSJIq8KZwipsO13k7uMQEZENGEgREZHXkXqKvG2H1IWCtCpMSTHvkfpxX7abT0NERLZgIEVERF7Hlh1SgHlo0hNPPIEnnngCarVnBV/TB5oDqd8O56FWb3TzaYiIyFptCqRqa2sddQ4iIiKrldsYSAmCgMDAQAQGBnpcT9XQzhGID/VDRZ0Bfx4rcPdxiIjISjYHUiaTCS+99BISEhIQFBSEM2fOAACeffZZ/Pe//3X4AYmIiC5kyzJeT6dQCJhiyUr9tD/HzachIiJr2RxIvfzyy1i0aBEWLFgAjUYjf7x///747LPPHHo4IiKippTX2JaRMhgMWL16NVavXg2DweDMo9llWkoCAOCPYwUoq+FOKSIib2BzILV48WJ88sknuPnmm6FUKuWPDxgwAMeOHXPo4YiIiJpSYeOwCZPJhF27dmHXrl0wmUzOPJpdescFo0dMEHRGE9YcznP3cYiIyAo2B1LZ2dno1q3bRR83mUzQ63kVjYiInM/WYROeThAETBtozkqt2O+70/uqdZ6XDSQispfNgVTfvn2xefPmiz6+bNkypKamOuRQRERELbE1I+UNplrGoG87U4T8ct8b5vTppjPoP38tVh1gHxgR+QabL+U9//zzmDNnDrKzs2EymfDDDz/g+PHjWLx4MX7++WdnnJGIiKgRW6f2eYOkiAAM7hSOPedKsOpADu6+LNndR3KoLafOw2gSMX9lGkZ374DQAN8JgomofbI5IzVlyhR8++23+OWXXyAIAp577jkcPXoUq1atwrhx45xxRiIiokbkjJS/b70Zn+7D0/tyy2oAAEVVOry97ribT0NE1HZ27ZG6+uqrsXHjRlRWVqK6uhpbtmzB+PHjHX02IiKiJvlaj5RkYv84KBUCDmWX4XRhpbuP41C5pfXlil9tP4fD2WVuPA0RUdvZHEjt2rULO3bsuOjjO3bswO7dux1yKCIiopbUB1K+lZGKDNLisu5RAHwrK1VRq0dFnfn/2VW9o2ESgf9bcRgmk+jmkxER2c/mQOqhhx5CZmbmRR/Pzs7GQw895JBDERERNcdoElFZZ1tGSq1WY+7cuZg7dy7Uas8OvqZbpvet3J8NUfSNQCO3zJyNCvFT4ZUZ/RGoUWJ/ZimW7bn4/QQRkbewOZA6cuQIBg0adNHHU1NTceTIEYccioiIqDmVtfUjtK0NpARBQFhYGMLCwiAIgrOO5hDj+sTAX63E2aJqHMjyjfI3KZCKD/NHTIgfHhnXAwDw+q/HUFqtc+fRiIjsZnMgpdVqkZ+ff9HHc3NzoVL5Vq06ERF5nnLLoAmtSgGtStnKrb1PoFaFcX1iAAA/+chOqdxS86CJuFA/AMBtl3RGz5hglFTrsWANB08QkXeyOZAaN24c5s2bh7Ky+qtkpaWlePrppzm1j4iInM6e/iij0Yi1a9di7dq1MBqNzjqaw0yzTO9bdSAXBqPJzadpuxxLRiouzB8AoFYq8OK0vgCApTszcCCz1F1HIyKym82B1Ntvv43MzEx06tQJY8eOxdixY9GlSxfk5eXh7bffdsYZiYiIZPXLeK2vgjAajfjrr7/w119/eUUgNbpHB4QHqHG+sg7bzhS5+zhtJmekQvzkjw1PjsSM1ASIIvDsT4dh5OAJIvIyNgdSCQkJOHjwIBYsWIA+ffpg8ODBePfdd3Ho0CEkJSU544xEREQyeRmvj+2QakitVGBi/zgAwIp93j+9L/eCjJRk3sReCNaqcDCrDN/synDH0YiI7GZXU1NgYCDuvfdeR5+FiIioVfZkpLzR9NQELNmRgTVpeXhF3w9+au/tB5OW8caH+jX6eHSwHx4d3wMvrDqCBb8dx4R+cYgI1LjjiERENrPrVejEiRPYsGEDCgoKYDI1rt1+7rnnHHIwIiKipvjqMt4LDe4YjoQwf2SX1mD90QJMGhDn7iPZRRTFZjNSADBnRCd8tzsLR3PLseC3Y3j92gGuPiIRkV1sfhX69NNP8cADDyAqKgqxsbGNxsgKgsBAioiInErKSAVrfbe0DwAUCgFTB8bjPxtO46f92V4bSJXXGFCtM/elxV2QkQIAlVKBl6b1xXUfbcM3uzIxa2gSBnUMd/UxiYhsZnOP1Msvv4xXXnkFeXl52L9/P/bt2yf/2rt3rzPOSEREJJN6pEL8fTsjBdRP79twvBBl1Xo3n8Y+OZayvvAAdbPliUM6R+C6wYkAgGdXcPAEEXkHmwOpkpISXH/99c44CxERUavkjJQN48+9Va/YEPSMCYbOaMKvh3PdfRy7SP1RcaEXl/U19NSEXgjxUyEtpxxf7zjniqMREbWJzYHU9ddfj7Vr1zrjLERERK0qt6NHSq1W48EHH8SDDz4Itdq7ArBpqeas1AovXc4r9UfFh11c1tdQVJAWT1zdEwDw5prjOF9Z5/SzERG1hc11Ed26dcOzzz6L7du3o3///he9IP3973932OGIiIguZM9CXkEQEB0d7awjOdXUlHgs+O04dqQXI7esptXMjqfJLbUMmrDi3LOHd8I3uzKRllOO1389hreuT3H28YiI7GZzIPXJJ58gKCgIGzduxMaNGxt9ThAEBlJERORU5TXtY/y5JDE8AEM7h2PX2RKsOpCDe0d3dfeRbCL1SMW1kpECAKVCwEvT+2Hmh3/h+z1ZuHFoEoZ0jnD2EYmI7GJzaV96enqzv86cOeOMMxIREcns6ZEyGo3YsGEDNmzYAKPR6KyjOc3UgQkAgJ/2e99y3vqMVOuBFAAM6hiOG4cmAQD+b8VhGIymVu5BROQeNgdSRERE7mTPHilvD6Qm9Y+DSiEgLaccpwoq3H0cm1g7bKKhJ6/phbAANY7lVeDL7Rw8QUSeya66iKysLKxcuRIZGRnQ6XSNPvfOO+845GBERERNkQKpkHYwtU8SEajB6B4d8MexAvy0PwePje/p7iNZpeEy3ngbAqmIQA2evLoXnv7xEN5ZewKTBsQhOti6jBYRkavYHEitX78eU6dORZcuXXD8+HH069cPZ8+ehSiKGDRokDPOSEREBADQG02o0ZszSrZkpHzBtIHxciD16LgeEATB3UdqVUm1HnUGc2leTKjWpvveMDQJ3+7KwIGsMrz2yzH864aBTjghEZH9bC7tmzdvHh577DEcPnwYfn5+WL58OTIzM3H55ZdzvxQRETmVlI0C2l8gNa5PDAI0SmQUV2NfZqm7j2OVnFJzWV9UkBZaVdPLeJsjDZ4QBODHfdnYcabIGUckIrKbzYHU0aNHcdtttwEAVCoVampqEBQUhBdffBFvvPGGww9IREQkkQZNBGiUUCnbV5tvgEaF8X1iAAArvWTohFTWZ+2giQsNSAzD7GEdAQDP/ZQGPQdPEJEHsflVKDAwEHV15iV58fHxOH36tPy58+fPO+5kREREF7Bn0IQvmWaZ3vfzwRyvmGZXP2jC/v6mJ67uifAANY7nV+CLv8466GRERG1ncyA1YsQIbN26FQAwadIkPPbYY3jllVdw5513YsSIEQ4/IBERkaTcjtHnvmRU9yhEBGpwvlKHrac9v9RNHjQRZv8S4bAADZ6a0AsA8K91J5BfXuuQsxFZQ2804b9b0rE3o8TdRyEPZHMg9c4772D48OEAgPnz52PcuHH49ttv0alTJ/z3v/91+AGJiIgk5TXSxD7bMlIqlQr33HMP7rnnHqhU3pvNUisVmNQ/DgDw075sN5+mdbmlbc9IAcD1g5OQ2jEMVTojXll91BFHI7LKC6vS8NLPR3D3F7tRWWdo/Q7UrtgcSCUnJ2PAgAEAgICAAHz44Yc4ePAgfvjhB3Tq1MnhByQiIpLYs4wXABQKBRISEpCQkACFwrt7q6YNjAcArEnLQ43Os3di5Ug9Um3ISAGAQiHgpWn9oBCAlQdy8NcpthKQ8y3ZcQ5fbc8AABRX6fD5lnQ3n4g8jV2BVFHRxeUEpaWlSE5OdsihiIiImtLee6QAYHCncCSG+6NKZ8TvR/PdfZwWST1S8W3MSAFAv4RQ3DLCfMH2uZVp0Bk8v0eMvNeOM0V4/qc0AMCoblEAgE82nUFpta6lu1E7Y3Mgdfbs2Sa3wtfV1SE72/PLDIiIyHvVB1K2ZaSMRiO2bt2KrVu3Nvka5k0EQcDUFHNW6icPnt5nMonIs2SkYh0QSAHAY+N7IjJQg1MFlfh8K7MD5BxZJdV4cMleGEwiJg+Iwxd3DkOv2GBU1Bnw8aYz7j4eeRCrL+mtXLlS/v2aNWsQGhoq/9loNGL9+vXo3LmzQw9HRETUkDRsIsTftoyU0WjEunXrAABDhw6FUmnbTiNPMz01AR9uOI2NJwpQWq1DWIDG3Ue6SFGVDnqjCEEAYkIcE0iF+qsxb2JvPL7sAN5dfxJTB8YjLrRtZYNEDVXrDLh38R4UVenQNz4Eb16XAqVCwGPje+KexbuxaOtZ3HFpZ0QHO+Z7mryb1a9E06dPB2C+EibtkZKo1Wp07twZb7/9tkMPR0RE1JDUIxXSTqf2SXrEBKNXbDCO5VXgl0N5mD28o7uPdBGprC86WAu1A3d+zUxNwDc7M7D7XAme+ykNn8wZDEEQHPb41H6Joognvj+II7nliAzU4JNbh8BfY77oclXvaKQkheFAZik+/PM05k/t6+bTkiew+iebyWSCyWRCx44dUVBQIP/ZZDKhrq4Ox48fx+TJk515ViIiaufYI1Vveqp5p9SK/Z5ZVp9TKi3jdWzGSKEQ8NL0flArBaw7ko+vdmQ49PGp/fpww2msPpgLlULAf24ZjIQGQ1IEQcAT43sCAL7ekYFsy0RKat9svkSUnp6OqKioRh8rLS111Hk8liiKeHvtcQx+aR3mr0xDDv8BERG5HAOpelMsfVI704s98jVJHjQR5vgSqN5xIfjnNebdUi/9fARHcsod/hzUvvx+JB9vrT0OAHhhWl8M6xJx0W0u7RaJkcmR0BlN+PfvJ119RPJANgdSb7zxBr799lv5z9dffz0iIiKQkJCAAwcOOPRwnsJgNOGfyw/ivT9OoahKh0V/ncXlb/6Jp5YfxLmiKncfj4io3ShnaZ8sIcxffrO38oDnDZ2QlvHGhjinh+muUV1wZa9o6AwmPLx0L6q444fsdDK/AnO/3Q9RBG4Z0RE3D296nY8gCHj8anNW6vu9WUg/z/eA7Z3NgdTHH3+MpKQkAMC6devw+++/47fffsOECRPwxBNPOPyA7larN+KBJXvx3e4sKATg71d2x4jkCOiNIr7ZlYmxb23AI9/ux8n8CncflYjI59k7tc9XSTulPHF6nxRIOSMjBZjf1L55fQpiQ/xwprAKz/502CnPQ67x/h8nMX9lmnyxxFXKqvW4Z7F52e6wLhF4bnLLvU+DO4Xjil7RMJpE/GvdCRedkjyVzYFUbm6uHEj9/PPPmDVrFsaPH48nn3wSu3btcvgB3am8Vo9b/7cT647kQ6NS4D+3DMaj43rgm3tH4vv7R2JMzw4wicCP+7IxfuEmPPDVHhzOLnP3sYmIfFb9Ql6W9gHAxH5xUCsFHM0txwkPu6CXayk3dOZUvYhADf59UyoUAvDD3mws35PltOci5ymt1uGttSew6K+zmPjuZuw5V+KS5zUYzdnMs0XVSAjzx39uHgSNqvW3xo+N7wHAnAk+msuy0vbM5kAqPDwcmZmZAIDffvsNV111FQBzD5G37+ZoqKCiFjd8vB0704sRrFVh8Z3DcHXfWPnzQzpHYNEdw7Dq4VG4pm8sRBH49XAeJr+3BXd8vhN7zhW78fRERL6p3M4eKZVKhdtvvx233347VCrfCcLCAzW4vEcHAMBPHjZ0QspIxTkpIyUZ1iUCc68yv7F99qfDOF1Y6dTnI8c7lld/ESCrpAazPt6Gf68/CaNJdOrzvvHbMWw+eR7+aiU+uXUwIoO0Vt2vb3woJg2IAwC8vZZZqfbM5kBq5syZmD17NsaNG4eioiJMmDABALB//35069bN4Qd0h3NFVbjuP9twNLccUUEaLL13BEYkRzZ52/6JofhozmCsfWQ0pg+Mh0IA/jxeiGv/sw03fbIdW0+dhyg69wcBEVF7UKs3QmcwAQBC/G0r7VMoFOjcuTM6d+4MhcJxo7g9wdSB5ul9P+3P8ZjXG6NJRF65pbTPBXueHhrbDZd0jUS1zoiHluxFrd43Luz+cSwfV7y9AQ8u2eMx/2+d4Zglq3NJ10hMGxgPo0nEO+tO4KZPtjttOt7yPVn4dLN5qfNb16egb3xoK/do7JGrekAhAL8fzce+DNdk0Mjz2Pxq8q9//QsPP/ww+vTpg3Xr1iEoKAiAueTvwQcfdPgBXe1ITjmu/c82ZBRXIynCH9/ffwn6JbT+j6tHTDAW3piKPx4bgxuHJkGtFLDtTBFu/mwHZv7nL6w/mu/TPwSJiJxN6o8SBCBI4ztZpbYa1zsGARolskpqsNdD3tAVVtTBaBKhVAjoEGzdVf62UCoELLxhICIDNTiWV4GXVx9x+nM6U0WtHv/8/iDuXLQbZwqr8MuhPKT58GTC45ay1MGdwvHujal4Z1YKAjVK7DxbjAkLN+HXQ7kOfb79maWY9+MhAMDfrugmZ5ds0S06CDMHJQJgVqo9szmQUqvVePzxx/Huu+8iNTVV/vjcuXNx9913O/RwrrbjTBFu+HgbzlfWoVdsMJbffwk6RwXa9BidowLx+rUDsPGJsbj9ks7QqhTYl1GKu77YjUn/3oJfDuXC5ORUNRGRL5L6o4I0KigUti1gNRqN2LlzJ3bu3OlTZegA4K9RyqXnK/Z5xtAJafR5TLAWShv/X9krOsQP79wwEADw1fYMh7/5dpW/Tp3HNQs349vdmRAEyLuMvvfh/q+jueZAqmdsMABg5qBE/PKPy5CSFIbyWgMeWLIX8344iGpd2yczFpTX4r4vd0NnMOGq3jF4xFIWao9/XNkdaqWALafO46/T59t8NvI+VgVSK1euhF6vl3/f0i9vte5IPm79305U1BkwrHMEvr1vJKJD7K/rjg/zx/ypfbHln1fgvsuTEahR4khuOR5cshfj/rURP+zNgsFocuDfwHFMJhFHc8sZ8BF5qPOVdSisqHP3MVyuLTukjEYjfvnlF/zyyy8+F0gB9dP7Vh/Khd4DXlvq+6OcX9bX0OU9OuD+y7sCAJ5cfhCZxdUuff62qNYZ8PxPhzH7sx3ILq1Bx4gAfHvvSLw6sz8A8+LlOoPvfe+aTKI8KKVXbIj88U6Rgfj+/pF4YExXCAKwdGcmpry3BWk59g/1qtUbce+Xe5BfXofu0UH41w0pNl+UaSgpIgA3DesIAHhrzXFWHrVDVr0aTZ8+HXl5eYiOjsb06dObvZ0gCF75AvXd7kzM++EQjCYRV/WOxvuzB8FPrXTIY3cI1mLehN64f3RXfP7XWSzamo7ThVV49LsD+NfvJ/DWdSkY3kz/lbss3ZWBZ348jLlXdZcbeInIM1TVGTDp35thNAFb/jnWYT+rvIG8Q8rG/qj2YFS3KEQGalBUpcOWU+cxtme0W8+TI0/sc+6giaY8Nr4HdqYXYW9GKR5eug/L7htp1SQ2d9pzrhiPfXcAZ4vMgd8tIzpi3oTeCNSqYDSJiAnRIr+8Dn8eK8A1/WwvQ/NkmSXVqNYZoVEp0DkyoNHn1EoF/nlNL1zWLQqPfLcfpwurMOODv/DkNT1x56VdbAqCRFHE/604jP2ZpQj1V+PTW4c4ZI3Cw2O74bvdmdibUYo/jxfgil4xbX5M8h5W/WQxmUyIjo6Wf9/cL28Moj7aeBpPfn8QRpOI6wYn4qNbBjvljUl4oAaPjuuBrU9dgX9e0wuRgRpkFtfINbqeZNOJQgDm0ghPuLJJRPVWHchBfnkdzlfWIavEOU3YnqotGSlfp1IqMNnS5/HTPvdP76vfIeXajBRgfvP975tSEeKnwoHMUry19rjLz2CtWr0Rr/16FNd/tA1ni6oRF+qHxXcOw8vT+yNQa/4+VyoEuRfHF8v7pLK+HjFBUCmbflt6Sbco/PqP0biqdwx0RhNeXn0UdyzaZVNm/vOtZ/H9HvNO0Pdnp9rcutGc6BA/3HZJZwDAW2tOsJqnnfHsSzROJIoiXv3lKF7/9RgA4L7RyXjzugHN/iN2lGA/NR4Y0xW/zR0NADhTWOXy5XOtkRpaz1fWYcPxQjefhoga+npnhvx7qQ+lvajfIcWMVFOk6X1rj+Q7pJekLaTvzdg2lMi3RWJ4AN68PgUA8MmmM/jzeIFbztGSQ1llmPr+Fny88QxMInDtoET8Nnc0RlvG2Td0rSWQ+vN4oc+V9R7Pu7isrykRgRp8eutgvDS9H7QqBTaeKMSEdzdhgxX/b7ecPI9XfjkKAHh6Ym9c1v3ir3Fb3D+6K4K1KhzJLccvh72zN4/sY1PUYDKZ8L///Q+TJ09Gv3790L9/f0ydOhWLFy/2qrpQg9GEx5cdxCebzgAA5k3ohXkTe0MQXNMQC5hL/qQG0iMeNImntFrX6Cr3d7sz3XgaImrocHYZDmbV9wfklta68TSux4xUywZ1DENShD+qdUasO5Lv1rPUZ6TcE0gBwNV9Y3HbyE4AgMe+O4C8Ms/496I3mvCvdScw48OtOJFfiaggDT6ZMxhvz0pBaDNlq92ig5DaMQxGk+hx+8La6lie+T1QL8ugiZYIgoA5Izph5cOj0DMmGOcrdbj98114cdWRZvvHzp6vwkNf74XRJOLaQYm4a1QXh54fMFcd3XWZ+XHfWXfCY3vgyfGsDqREUcTUqVNx9913Izs7G/3790ffvn1x7tw53H777ZgxY4Yzz+kwtXoj7vtyD5bvzYJSIWDBdQNwn6Ux1dX6xpuvvnjSSFMpqAu2lBT8cawABRWe8eJD1N4t2ZHR6M857SwjVV4jZaQYSDVFEARMSzFnpdak5bn1LFKQH+eCHVItmTexN/rEhaC4Sod/fLPP6QteW3M8rwIzPtyKd9efhMEkYlL/OKx95HKMt0xdbMl1g81ZqWW7s7zq4nVrjlmZkWqoZ2wwfnr4UjlQ/t/WdEz/4C+cKqhodLvKOgPuWbwbZTV6DEwKwysz+jntovldo7ogPECNM4VV+NEDymvJNawOpBYtWoRNmzZh/fr12LdvH5YuXYpvvvkGBw4cwO+//44//vgDixcvduZZ26ysRo85/92B9ccKoFUp8NEtgzFrSJLbziPtp0rLtn8CjaMdtkzDGdU9CoMsV79+3MsfCETuVllnwErLlehLu5kH1LS3jFS5JSMVwtK+Zg3tEgEAOJFf6bYzGIwm+QJcnBszUgDgp1bi/dmpCNQosSO9GP9ef9It5zCaRHy08TSmvLcFh7PLERagxns3peKDmwchIlBj1WNMHhAPjUqB4/kVHnUBti1qdEacLaoCUD/63Fp+aiVemNYPn906BOEBahzNLcfk97Zg6c4MiKIIk0nEI9/ux8mCSkQHa/HxHOf0wEuk1g0AWPj7SZ+csEgXszqQWrp0KZ5++mmMHTv2os9dccUVeOqpp7BkyRKHHs6RCstrccPH27DrbAmC/VRYfOcwjOvj3skq/RLMV18Ot2GUp6NJP5z7xofIQeZ3uzN96uoXkTf6aX82qnRGdO0QKGcd2ltGqr60z/ZASqVSYfbs2Zg9ezZUKt/NaHXtYG6gP1dU5bbyovyKOphEQK0UEBXo/GW8rUnuEIRXZphHiL/3x0lsO13k0udPP1+F6z/6C6//egw6owlX9orG2rmjMSUl3qbHCfVXy/vCfGXoxIn8CogiEBWksXtx81V9YvDb3NEY1S0KtXoT5v1wCA8u2YtXfzmKdUfyoVEp8PGcwYhxQb/erSM7IzpYi+zSGny7i60R7YHVgdTBgwdxzTXXNPv5CRMm4MCBAw45lDPc8r8dOJZXgQ7BWnx770iPGDneN96ckTpVUIkanWdcuThsyY71TQjFpAFx8FcrcbqwCnszSt17MKJ2TBRFfG0p67tpWEd5Epqn9Hy4Sv2wCdsDIYVCgR49eqBHjx5QKHx3zlJ8qD/81ArojSIy3TTVMdcy+jwmxK9NO3ocaXpqAq4fnAiTCPzjm30oqnT+wAaTScSiremY8O4m7M0oRZBWhQXXDcBntw2xe0+lVN7nKzulrB000ZqYEPO0w3kTekGlEPDr4Tx8tiUdAPDajP5I7Rje5rNaw0+txN+u6AYAeO+PUx7z3o6cx+pXk+LiYsTENJ/BiYmJQUlJiUMO5QzZJbXoFBmA5fdfgj7xbfsH6yjRwVpEBWlhEoGjee5P01frDDhz3pxi7xsfgmA/NSb2N4/TXcahE0RuczCrDGk55dCoFLhucCJiLbt5cttdIMVhE61RKAR0iQoCAJwucE95nzxows39URd6YVpfdIsOQkFFHR5bdsCpY6qzSqpx82c7MH/VEdTqTbi0WyTWPDIas4YktalHZ1S3KMSEaFFarccfRz1vEqGtpPc+tpb1NUWhEHDf5V3xw4OXoItltPldo7rgWkvw6So3DO2IxHB/FFbUYfG2sy59bnI9qwMpo9HYYjmEUqmEweDecast6RkbjGX3j0THC5a9uZMgCHJ5nyfUOx/NLYcomgO86GDzG7VZQ8w/gFYdyHH7OF2i9krKRk3qH4ewAI08Ca2yzuBx6xOcqS0LeY1GI/bv34/9+/d75c5DWyRbyvvOnHdXIGVZxuvm/qgLBWhUeH92KrQqBTYcL8Snm8849PHrDEZsOF6Ap388hGsWbsa2M0XwVyvx0rS++PLO4fKk3rbwtZ1Sx3KljFTbAynJgMQw/PL3y7Dy4Uvxf5N6O+xxraVRKTD3qh4AgP9sPN2ufka3R1Zf1hNFEbfffju02qZrWOvqPHuvwed3DJWDA0/SLz4UG44XesTAiYb9UZJhXSLQOTIAZ4uq8cuhPLmsgIhco7xWj5UHcgAAs4d3BGB+Qxjqr0ZZjR65pbUIiW0fwxcq5GETtmekjEYjVqxYAQDo06cPlErnNZ27W9cOUkaqyi3Pn+MhE/ua0is2BM9P6YunfzyEN9ccx9AuERjUhrKvilo9NhwvxNoj+dhwrAAVdfUXHId0Csdb16c4bPGr5NpBifjPhtPYcKIQBRW1HvnexhqiKDYYfe7YSiF/jRIDEsMc+pi2mJGagP9sOIXThVX47+Z0PDKuh9vOQs5ldUbqtttuQ3R0NEJDQ5v8FR0djVtvvdWmJ9+0aROmTJmC+Ph4CIIgv8hJRFHE/PnzER8fD39/f4wZMwZpaWk2PYfEU6c8edLACak/SpomCJizZtc3GDpBRK71075s1OiN6BYdhCGd6t/wxVnK+9rTwAku5LVOVw/JSLlzh1RLbhqWhEkD4mAwifj70n0oq7EtY1BQUYuvd2Tg9s93YvBLv+NvS/dh1YEcVNQZEB2sxc3DO+KLO4fh2/tGOjyIAi7YKbUvx+GP7yqFFXUoqdZDIQDdY4LcfRyHUioEPDquJwDgv1vSUVKlc/OJyFmsvqz3+eefO/zJq6qqkJKSgjvuuAPXXnvtRZ9fsGAB3nnnHSxatAg9evTAyy+/jHHjxuH48eMIDnZcGtidpIETx/MqoDOYoFG5rwm6qYwUAMwclIC31x7HzvRipJ+vkmuPici5RFGUd0fNHtaxUW9FfJg/juVVtJsR6KIoskfKSnJGqtA9GSmpRyrWBVPS7CEIAl6b2R+HssqQUVyNp5YfxIc3D2qxdyn9fBXWpuVh7ZF87M0oQcNBtslRgRjfNxbj+8ZgYGKYSwZsXD84CfsySvH9nizcfVkXp+1GciZpf1SXqECnjiV3lwn9YtE3PgRpOeX4aONpzJvo+jJDaqyiVo+NJwqxevdphz2mW1+NJkyYgAkTJjT5OVEUsXDhQjzzzDOYOXMmAOCLL75ATEwMvv76a9x3332uPKrTJIb7I8RPhfJaA07kVzTKBrmSzmDCiXzzDzUpuJPEhfpjdI8O2HC8EN/vycQTV/dyxxGJ2p19maU4llcBrUqBawc1LquVMlJ57SQjVaM3wmAZDuCpFQaeQrrYVVylQ0mVDuFW7ilyFHnYhAN6gpwlxM+8x+m6j/7Cr4fz8NX2c5gzsrP8eVEUcSi7DGvT8rH2SN5Fe7lSksIwvk8Mru4bg27Rrr+wO2lAHF5YlYbj+RU4nF2O/onuee/QFs4q6/MUCoWAx8f3xB2LdmHRX2dx56guLhnBTo3ll9di3ZF8rDuSj22ni6AzmmCqq3bY43vsZb309HTk5eVh/Pjx8se0Wi0uv/xy/PXXX80GUnV1dY36tcrL3T/EoSXmgROh+Ot0EdJyytwWSJ3Ir4DeKCLUX43E8Itf/GYNSbIEUll4dFxPKD1kpC1RQ38eL0BEgAYpSWHuPopDyEMmBsQhNKBx8FBf2tc+MlJSNkqpEBCg8b2r144UqFUhLtQPuWW1OHO+EoMDI1z23DqDCecto8Wl71FPlZIUhn9e0wsvrz6Kl1YfRUpSGCpqDXLmqeFUTJVCwMiukRjfJwZX9Ylxe/+XtFNq5YEcfL8n0zsDKScMmvA0Y3p2wOBO4dhzrgTv/3EKL03v5+4j+TxRFHEivxLrjuRh3ZF8HMhq3DrTJSoQl3WOxksLHfN8HhtI5eXlAcBFI9djYmJw7ty5Zu/32muv4YUXXnDq2RytPpByX9CXZunR6hsf0mSJwJW9oxEeoEZ+eR02nSzE2J7Rrj4iUYu2njqPOz7fBa1KgZ//NgrdY7z7xbmsRo+fD5r7H262DJloSHojl9tOMlJSf1SQVuWVZUyu1rVDEHLLanG6sAqDO7kukMovr4UoAlqVAhEuzoTZ465RXbDtdBHWHyvA1Pe3NvpcgEaJMT07YHyfWIztGX3RxQx3u25wIlYeyMFPB3Lw9KTe0Kq86wKDVNrniNHnnkoQzFmpmz7djm92ZeDe0clIivCc6dG+wmA0Yfe5EjnzlFHcOOOU2jEM4/rEYHyfGHTtEISKigq85KDn9thASnLhC6Yoii2+iM6bNw+PPvqo/Ofy8nIkJSU57XyOIPUkHXbj5L7m+qMkWpUS01MT8PnWs1i2O5OBFHkUg9GEF1cdAQDUGUz4xzf7seKhS93ac9hWP+7NQq3ehJ4xwU1OFZNGS7eXHqly9kfZJLlDILacOo/Tha4dOJFjWcYbF+rnFQGvIAh46/oUTPr3ZuSU1SIyUIOresdgfN8YXNotyqN7dy7tFoXYED/kldfij6MFmGDZ++gN9EYTTln2nPWO883SPsnIrpG4rHsUNp88j3fXn8Rb16e4+0g+oVpnwKYT5omZfx4rQEl1/dAYjUqBUd2iMK5PDK7sHe3UyZYe+4oUGxsLwJyZiour/+FQUFDQ4mJgrVbb7Ih2TyX1JB3JLYfRJLqlbK6piX0XumFoEj7fehbrjuSjuErnFVcbqX1YujMDx/MrEOqvhkIw/1t6e91xzJvgnc29oiji652WIRPDOzb5hlRadppTVtPqBSZfUG6ZrGZvf5RKpcL1118v/97XSQMnzrh44IQ8aMLDy/oaCg/UYOXfRiG7pAb9EkK9pnTdvFMqAR9uOI3v92R5VSB19nwVdEYTgrQqh+zX8nSPje+JzSfP44e9Wbj/8mS39NX5goKKWqw/WoB1R/Kx5dR56Awm+XNhAWpc0Ssa4/vE4LLuHRCodc3PeY+9XNulSxfExsZi3bp18sd0Oh02btyISy65xI0nc7wuUYEI0ChRqzfhjIuvHgKA0STiaK40aKL5K0O9YkMwIDEUeqOIH/dlu+p4RC0qrdbh7XUnAACPje+B168dAAD4ZNMZbDtd5M6j2W3PuRKcyK+En1qB6akJTd5GeqNaqzehtNr3Fz62dWKfQqFA37590bdvXygUHvvS5zDSUl5XZ6TkQRMeuEOqJVFBWqQkhXlNECW51rLbUdop5S2OWsr6esQEuWTKobsNTDKXlplE4F/rTrr7OF4nr6wWsz7ehuGvrse8Hw7hj2MF0BlMSIrwx52XdsHSe0Zg9zNX4Z1ZA3FNvziXBVGAmwOpyspKedM8YB4wsX//fmRkZEAQBMydOxevvvoqfvzxRxw+fBi33347AgICMHv2bHce2+GUCgF94ty3Tyr9fCVq9Eb4q5XoEtXyLgdpp9Sy3ZkQG85/JXKThb+fRGm1Hj1igjB7WEdc3TcWNw5NgigCj363H2VeGGRIQyamDIhHqH/TGRg/tRKRlqxwe9glVR9IeVafiqeSMlIZRdXQG02t3NpxpJ69OA/dIeVrunYIwiDLTqkVXnSB81iuZWKfj5f1NfTY+B4QBGD1oVy3tnJ4o5UHsrEzvRiiCAxIDMVj43rgt7mXYdMTY/HclD4Y2TUSKqV7Qhq3BlK7d+9GamoqUlNTAQCPPvooUlNT8dxzzwEAnnzyScydOxcPPvgghgwZguzsbKxdu9Zndkg1JJXUpWW7fuCE1B/VOy641atxU1PioVUpcCyvAof4g4Dc7HheBb7cbh4+8/yUvvIP0mcn90HnyADkltXimRWHvCroL63W4edDuQDMZX0tkd6s5rWDyX3SsIkQOzNSJpMJaWlpSEtLg8nkusDCXWJD/OCvVsJgEi9qvHamHEvPnrun2rUn1w02X+D8fk+W1/ysO57n+xP7LtQrNgRTU+IBAO9YqijIOkcs71PnXtUdKx8ehb9d2R29YpsejuZqbg2kxowZA1EUL/q1aNEiAOYm0Pnz5yM3Nxe1tbXYuHEj+vXzzdGR8sAJN2SkrOmPkoT6q3FNP3P/2ne7M516Lm/kLS9ivkAURbz4cxqMJhFXWxrDJYFaFRbemAqlQsDPB3OxYr/3XKldvjcbOoMJveNCMLCVMe6xIVKflO8HUuVSINVMhq41BoMBy5Ytw7Jly2AwGBx5NI+kUAj15X0FrivvkzJS8cxIucykAXHQqhQ4kV/pNRc4j8mBVPvJSAHAI1f1gFIh4I9jBVh/NN/dx/EaRywZzP5uWhHUEt8vFPcS0sCJtOxymEyufTPe2sS+C82ylPf9tD8HtXqj087lTYwmEVPf34Lx/9qEGh2/Jq6w7kg+tp4qgkapwDMT+1z0+YFJYZh7ZXcAwHMr0pDpwqvy9hJFEV/vMGfYmhsy0VC8PLmvPZX2+f6gCEdJlgZOnHfdwAl52EQIM1KuIu2UAsxZKU9XXqtHtuVnli+PPm9K56hA3HlpZwDAE98f9Kq+Nnep1Rtx2jI0p4+V71NdiYGUh+geEwSNUoGKOgMyS1z3hk8URTkjJQVzrRmZHImEMH9U1BqwJi3PmcfzGjvOFOFgVhlOFlRi1YEcdx/H59UZjHh59VEAwN2XdUHHyKb3cjwwpisGdwpHRZ0Bj363H0YXX6Sw1c70YpwurEKARonpA+NbvX39LinffzFmIGW7ri7OSNXqjSiu0gFgRsrVrrMMnfhpfw7qDJ59MU8q64sP9Wu2B9SXPX51T/SOC0FxlQ6PLzvo8ovn3uZkfiWMJhHhAWrEhnjezxUGUh5CrVSgV5z5ysxhF/ZJZZXUoLzWALVSQA8rF5gqFAKuH2L+oc3yPrNVB+uDp0V/nWWJn5P9b8tZZBRXIzpYiwfHdmv2diqlAgtvGIggrQq7zpbgo42nXXhK20kjz6emxFs1VEF6s5rTLjJS5tI+DpuwnqszUlKvnr9a2S7fILvTpd2iEBfqh7IaPdYfLXD3cVrUHgdNNKRVKfHvGwdCq1Jg04lCfP7XWXcfyaMdyTVf7O8T7xk9URdiIOVBpIyQK/uk0izP1SMm2KblpdcNToQgAFtPFXlFyZQz6Qwm/Hq4PjN3JLccezNK3Hgi31ZQXov3/zCPj/3nNb0Q1MqY06SIALwwtS8A4F/rTuBgVqmzj2iX4iodfj1k/j5qbciEpD1lpMprzBkpe/dItUddXTwCPafBxD5PfMPjy6SdUoDnl/dJ/VHtrayvoe4xwfi/yeaS9Dd+PSYPU6CLSV+bPh4aeDOQ8iD9EszfJGku/Adla3+UJDE8AJd2NTf3e/oPbWfbeuo8Sqv1iArS4tpB5kzdF3+dc/OpfNeCNcdRpTMiJSkMM5rZsXShmYMSMGlAHAwmEXO/2Y9qnecNG1i+Jws6own9EkIwIDHMqvvEhdZP7fP1LGi5nJFiaZ+1ki3rLEqr9XLJnTPllnrnDilfIb3+bDxRiIJyz724cqwdTuxryi3DO+Kq3jHQGU34xzf72HPeDGnQhCf2RwEMpDxKP3ngRJnL3hTZMrHvQlJ53/d7stp1ja/UEzWpfyzusDSR/nIo16NfyLzVgcxSOXB/fkofqxc5CoKAV6b3Q2yIH86cr8JLPx915jFtJooillrK+mYP62T1/WJC/CAIgM5oQpEL3ii7E3ukbOevUSIhzBzUuCIrJU3sk5ZFk2sldwjC4E7h5p1SHjqpVBRFuUeqt4dmGFxFEAS8cW1/dAjW4mRBJV5Z7VmvS57AZBJxNNf8/dInzvMm9gEMpDxKz1jzHqeiKh3yXPQm3N6MFABc3TcWIX4qZJfW4K/TRY4+mleo1Rux9oh5hOmUlHj0SwjF4E7hMJhELN3J/jFHEkUR81elAQBmpiZgUMdwm+4fFqDBO7NSIAjA0p0ZWOtBg1K2nSnCmfNVCNQoMdWKIRMSjUqBqCAtgPpsgK9qa4+UUqnE9OnTMX36dCiVSkcezaNJI9DPuCSQkjJSDKTcRRo64ak7pbJKalBZZ+7L7hIV6O7juF1kkBbvzEoBAHy5/Rx+P8KR6A1lllSjss4AjUoh/yzzNAykPIifWonu0eZSDFcMnCioqEVBRR0Ewb4rQ35qJaYNNJdWtdehExuOF6KyzoD4UD/5jf2tI80ZhSU7zkFv9P3Fn67y0/4c7MsoRYBGiSev6WXXY1zSLQr3XJYMAHjqh0MeM3r26x3mbNS01IRWe74uJL1plfpTfJHJJKKyTuqRsi8jpVQqMXDgQAwcOLBdBVJdLQMnpPHBziQFUnFhLO1zF0/fKSWV9XWLDoZaybegAHBZ9w64e1QXAMCTyw+6rZqlVm/Ea78cxbe7Mtzy/E2R+qN6xnju94tnnqodkwdOuOAHoJSNSo4KRIDGvjcn0k6p39LyUFatd9jZvIU0rW9ySrxcZjahXxyigrQoqKjjeHgHqaoz4LVfzWUPD43t1qbSocfG95BHzz6x7KDbr9qer6z/Ppk9zLohEw3JAyd8eHJflc4AqXrY3oW87VVXF2akpOmRccxIuU2InxrX9DPvlFq22/P6l4/nWSb2tfP+qAs9cU1P9LG8Lj227IDL2yWq6gy44/Nd+HjTGTy7Is1jRujL/VEeXAbKQMrDuHLgRFob+qMk/RJC0Cs2GDqDCT8d8MyabGepqjPIm8mnDKgvx9KoFPLUtcUcOuEQH208jfzyOiSG++Muy5U7e2lVSrxrGT278UQhFm9z7/+j7/dkQW8UkZIYate/xThpKa8PT+6T+qPUSgFaG6aLNmQymXDixAmcOHECJlP7yRQnuyEjFc+MlFtJ5X0rD+R43ACDoxw00SStSol/3zQQfmoFNp88j/9tTXfZc5fV6DHnvzuw7Yy5RUNnNOGYpS/J3eSJfR46aAJgIOVxpDdSaS4Ygd6W/iiJIAi4Yag5K9Xeyvt+P5qPWr0JnSID5ABYcvPwjlApBOw8W8yxpm2UWVyNjzedAQD836Te8FO3vSyrR0ww5k0wlwe++stRnMx3z4uGydRgyISVI88vJE1Iy2kHgVSwn9rusdoGgwFff/01vv76axgMnje10Vmk0r6M4mroDM4LIKt1BpTVmKsSOGzCvS7p6rk7paRBE+11h1RLukUH4/8mmUeiL/jtuEveBxZV1mH2p9uxN6MUIX4qub3kgIesCfH0iX0AAymP0zsuBIJgvrJ3vrLOqc8l7auSpgXaa/rABGiUChzOLnfJP3xP8fPBXADmbNSFb+5iQvxwtaW84svtZ119NJ/y2q9HoTOYMDI5Elf3jXXY4952SWdc3qMD6gwm/OOb/W4pZfjrdBHOFVUjWKvClBTrh0w0JGWk8ny4R6qCo8/tFhOiRaBGCaNJREax87JSUjYqSKviri83a7xTynMucNbqjXKJKTNSTbt5eEeM62Meif73pftQo3Pe61J+eS1u+GQ70nLKERmowTf3jsSE/nEAgP2ZpU57XmsVV+nknyue/P3CQMrDBGlV6BJprml3ZnlfWbUemcXmN15tjfTDAzUY1ycGgGfWZDtDWY0eG48XAkCzb4BvG9kZAPDjvmyf6h87lFWGH/dlweiCGu5tp4vwy6E8KATguSl9HLrkUxAEvHn9AEQEanAktxzvrD3hsMe21tc7zWWF01MT7O5TlPpRcnx4ap+0Q4pv0G0nCIJc3neqwImBlOX7j/1RnsETd0qdKqiESQTCA9SIDta6+zgeyTwSfQCig7U4XViFl1cfccrzZBZX4/qPtuFUQSViQ/zw3f0j0Sc+BAOTzBfWD2a5/6L4UUs2qmNEgN3TWl2BgZQH6pvg/IETabnmx04M90dYgKbNjyftlFqxP9tjmhSdaW1aHnRGE3rEBDW7nX1o53D0ig1Grd6EZR50VbCt7v9qDx759gBmfbwNGUXVTnseo0nEC5Zx57OHd3TKzpHoYD+8PrM/AOCTzWfw1+nzDn+O5hRU1GJtmrnHzt6yPqB+2ER+ea1Lglt34A6ptpFHoJ933sAJaWokJ/Z5BmmnlEk0X8zzBNLEvp6xwQ69KOZrIgI1eNsyEn3JDsev6jhTWGl+/S6uRseIACy7f6RcAiwtgz9dWClfwHKXo14waAJgIOWR+lkyRM7srTnigP6ohi7r3gGxIX4ordbj9yOeVZPtDKsalPU1RxAE3HZJZwDA4m3nfGJpcUF5LbItk7n2nCvBhHc34btdmU6ZfPfNrgwcy6tAiJ8Kj47r6fDHl4zvG4ubhiVBFIHHvjvgsuzhst1ZMJhEpHYMa1OQGB2shUIADCbR6eXA7lLOQKpN5BHoLshIcYeU5/C0nVLHcqWJfZ79xtgTXNa9A+65zDxY6Z/LDyLfQVnFY3nlmPXxduSW1aJrh0B8d99IJEUEyJ+PCtIiIcwfoggcdnNWyhsGTQAMpDySNHDisBP7jaRsV1v7oyRKhSD/0Pb1oRNFlXXYesqcuZjcSl/L9IEJCPFTIaO4GhtPFLrieE4lfU8mhvtjWJcIVOmMeHL5Qdz35R4UOfBNfFm1Hm+tOQ4AeGRcD0QEtj1r2pJnJ/dBl6hA5JbV4ukVh5z+psNkEvGNZVeHPSPPG1IpFYgJkcr7fLNPqq3LeNs7KZByZkYq15KR4qAJzzFpQBz81AqcLKj0iFKt45ahPr3jPLffxZM8fnVP9I0PQUm1Ho991/aR6AcyS3HDx9txvrIOfeJC8N19I5v89zowKcx8e3cHUsxIkb2kLNG5omp5CpKjyRP7Ehz3DSoFUptOFvrsGzrAvDPLaBLRLyGk1c3s/hqlPNXwi21nXXA65zqUZf6+GdY5AkvvGYGnJvSCWilg7ZF8XL1wM/485phs5LvrT6KkWo9u0UG4ZUQnhzxmSwI0Kiy8YSBUCgGrD+Y6vRRm86nzyCyuQbCfCpNbyGpaS+pL8dUR6OU10jJeBlL2kEr7ThdUOu0igTz6PJSlfZ4ixE+NaywDer7f4/7+5aO5UmmfZ78x9hTmVR2p8FMrsOXUefx3i/0j0XecKcLNn+1AWY0eqR3DsPTeEYgMarpPLcXSJ3XAjQMnavVGnCowX/hhRopsFhagQYKlztwZ5X01OiNOWybnOCojBQCdowIxvEsERBH4Ya/7f2g7y6oD5iW8LZX1NXTLiE4QBGDD8UKcPe/8XS7OJGWk+iaEQqkQcP/lXbHioUvRIyYI5yvrcMeiXXjmx0Oo1tk/XvpUQQUWW4LOZyf3cdk285SkMMy9qjsA4Lmf0pBZ7Lz+r693mIdMzExNgL+m7ePcpb4UX72A4YipfUqlEhMnTsTEiROhVLb9a+5NukQFQhDMJZJFVTqnPEeu3CPFjJQnuW6w+UKeu3dKna+sw/nKOggC0CMmyG3n8DbdooPw3OS+AIAFa47Z1Tu/6UQhbvt8JyrrDBiRHIEv7xqO0BYWm0t9Uu4cgX6qoBIGk4iwALXHD7BhIOWh6hfzOj61ejSvHCbRXAsbHeLYb9BZQ6SdUlk+0RN0ofzyWuxILwZgLpuwRqfIQIztGQ0Abl/+2lbyEucGV4j6xodi5cOjcOel5nruJTsyMOnfW+wanyqKIl78+SgMJhFX9Y7G5T06OOTc1npgTDcM6RSOyjoDHvl2PwxGx+/dyS+vxe+W3S6zhzsm2xYXIo1A982MlCOGTSiVSgwbNgzDhg1rd4GUn1opX5w7XeCc8r76qX3MSHmSkV0jEe8BO6Wk/VGdIgLsnlDaXt00LAlX942B3ijiH9/YNhJ9TVoe7v5iN2r1Jozt2QGL7hiGIG3LX//+CaFQWNbwuGvio9wfFRfi8YNJGEh5KClT5IzJffKbYQeW9Ukm9I9FkNbcE7TzbLHDH9/dVh/MhSgCgzuFIzE8oPU7WNw60vyGedmeTFTVeecy0KLKOnnp64Wpdj+1Es9N6YMldw9HbIgf0s9X4dr//IWFv5+wKRj583gBNp0ohFop4BnLYkJXUioE/OuGgQjSqrD7XAn+s+G0w5/ju12ZMJpEDO4U3uzER1tJGSlfLe2r4PjzNqvvk3J8VryiVo8Ky881T7963N6Yd0qZy+7dOT32KAdN2E0QBLw+cwBiQswj0V+yciT6T/uz8eCSvdAZTZjYPxYfzxli1UL7QK0K3aPNr03u6pPylv4ogIGUx5IGTjhjl1Sagyf2NRSgUWFKijlT44tDJ1YdlMr6rMtGSUZ374DOkQGoqDVgxX7PGEVrK+n7pktUYLNN/5d2i8KauaMxJSUeRpOIhb+fxHUfbUO6FW/edAYTXvr5KADgzlFdWu0/c5akiAC8OM1cSvGv30/gzkW78PWODIdMTTKaRHyzy/zvoq1DJhqSJqXl+OhSXmlqX4i//VeyTSYTzp49i7Nnz8Jkcnym0dM17JNyNCmAD/FTIbCVq93ketdK/csnCh02/c1WUkaqFwdN2CU8UIN3Zg2EIABf78jAmlZGoi/dmYG53+6H0STi2kGJ+PeNqdCorH/LPyDRvX1S3jKxD2Ag5bGkIRCnCyvb1G/SFKnPxZH9UQ1dbynv++VQrnwl2RdkFldjX0YpBAGY2N+2QEqhEDDHsqB38V/nPGIUra0OyZnMlr9vQgPUeO+mVLx740AE+6mwP7MUE9/djCU7Wv57f/HXWaSfr0JUkBYPj+3m0LPbakZqAm4cmgSTCPxxrABP/3gIw19dj2nvb8H7f5zEsbxyu/4fbjpRiOzSGoT6q60uDbWGnJHy0aW8jpjaZzAYsGjRIixatAgGg3dmhdvCmRkpedAEd0h5pC5RgRji5p1S0g6pXg7KwrdHl3aLwr2XJQMAnmphJPp/t6Rj3g+HIIrALSM64s3rBkBlY69xijy5r7QtR7aLySTWZ6QYSJG9ooP90CFYC5NYP+nGEXQGE07kma9I9nVSIJWaFIZu0UGo1Zvws2Xfki9Yfcj8dxnRJdKu3rLrBifCX63E8fwKuc/Km6TlXNwf1ZJpAxPw29zRGJkciRq9Ec/8eBh3f7EbhRUXj0kvrKjDv9efBAA8eU1Pt4+5FgQBr83sj7WPjMYTV/dsNA72rbUncM3CzRj95p94YVUa/jp1HnoryxeX7DCPPJ85KMGqEgtrSRmpgopap/R1uRsX8radnJEqdEJGyjLkhGV9nsudO6WMJhEn8qVAyvPfGHuyx8b3RL8E80j0R7/b36gXXRRFvLf+JF762Vz6d9/oZLw0rR8UCtt7jFKkgROZpS7/fskqqUFlnQEapUK+AOTJGEh5MOkNqyMHTpwsqIDOaEKwnwpJEc65eigIAmYNMf/Q/naX75T3ydP6Wtkd1ZxQfzVmDEoAAHkqnTc5nG2+QtRaRqqhhDB/LLl7OJ6Z2BsapQLrjxXgmoWbsO5IfqPbvb32OCrqDOifEIrrLPX87iYIAnrEBOOhsd2w4qFLsfOZK/H6zP64slc0tCoFMotr8PnWs5j92Q4Memkd/r50H1YeyGl2G3xuWQ3+OGb+e9883HFlfYB5cIxaKcAkAvlNBKrerj6QYo+UvbpZ3pBkFlejzuDY6W1S72QcM1Iea6Jlp9SpgkqX972cLapCncEEf7USHSOs7y2mi2lUCrx7Yyr81UpsPVWEz7acAWAOot747TjeXncCAPDouB54akIvuwc19IwNhkalQHmtAWeLnDfBtilHcs3fnz1ig1w2tbctPP+E7Zi8mNeBAyca9kc5cxLKjNREqBQC9meWyleivNmZwkqk5ZRDpRBwTb9Yux9HGjqxJi1fHhfsDcqq9ciwjAO3tbdOoRBwz+hkrPzbpegVG4yiKh3uWbwb//z+ICrrDDicXYZvLf1086f2sevqmStEB/vhxmEd8d/bh2Lfc+PwyZzBmDUkEZGBGlTUGrDyQA7+vnQfBr24Drd8tgOLtqYjq6T+BejbXZkwieYdXN2iHVveolAI8lLePC/6vrKG0SSisk7aI8WMlL06BGsRpFXBJJp3FDqSlJGKZ0bKYzXeKeXaC5zHLFU1PWKDPfbnuzfp2iEIz00xD2N6c81xHMoqw/Mr0/DRRvNwpP+b1Bt/v7J7m97jaVQK+bX+oIvL+6T+qN5ekr1kIOXBpNI7Rw6cqB9f7ZyyPkmHYC2u6GUe+b3MB4ZOSCWKo7pHISJQY/fj9IoNwfAuETCaRHxtKfPyBmmWK0SJ4f4IC7Dv798rNgQ/PXwp7h2dDEEAvt2diYnvbsY/lx+EKALTBsZjcKcIRx7baQI0KozvG4sF16Vg5zNXYfkDI3H/5V3RtUMgDCYRW06dx/xVRzDqjT8x4d3NeGftcTk7O9vB2SiJVFaV42N9UpW19f1MzEjZTxAEdHXSwIk8S69GLEefezR5p9R+1+6UOp4nvTFmf5Sj3Di0fiT69R//hcXbzkEQgFdn9Mfdlj6qtpLK++xZZdIWRyyBtzf0RwEMpDyaNJ78RH6Fw0ox5IyUE0afX0jaKfXD3myre0g8kSiKWGkp65ts5RLeltx2SWcA5qk6ji6xcRYpK9rfhrK+pmhVSjw9sTe+vnsE4kP9kFFcjbSccvirlXhqQi9HHNXllAoBgztF4KkJvbD+sTH447HL8czE3hjWOQIKwTz2999/nEJuWS3CA9Rtymi2RNrf402ZTmtIpZJalcKmqVN0MWcNnMhhRsorSDulymsN+P1ofut3cJCjlkETjlr3QPUj0WND/FCrN5lXd8wa6NALdSlJ5tf7gy4uBT3qRaPPAQZSHi0hzB+h/mrojSJO5rf9CqKxwSQUZ2ekAGBMzw7oEKxFUZUOfxxz3yLAtjqeX4FTBZXQKBUY3zemzY83rk8MYkP8cL5Sh18PtTzC1FPY0x/VkpFdI/Hr3NGYkZoAQQCeuLqnzyzyTO4QhHtGJ+O7+0di9/+Nw9vXp2BCv1hEB2sx96oeDh0y0VBcmG9mpNgf5TjOGIEuiqI8tY89Up5NqRAwPdXcp7tiX47LnvdYHndIOUN4oAb/uWUQRvfogI9vGSz/v3UUKSN1OLvMZRfDS6t1yLZcmOnNjBS1lSAIclbKEX1SZ4uqUK0zwk+tQLILJqGolArMtAxXePf3k/h+TxbSz1d53ehvacjEmJ4dHLIQVK1UyMMGvvCSoRPSyHxH7h4L9VfjXzcMxNEXr8Gdo7o47HE9SUSgBtcOTsR/bhmMnc9cJWcjnSHeRzNS9ct429YfpVQqMW7cOIwbNw5KpXOCWU8nZaROOzAjVV5jQLXOnFnn1D7PJ73Z3niiAKXVOqc/X2WdAZnF5p9JHH3ueKkdw7H4zmG4qk/bL/JeqHNkIIL9VKgzmOQ9YM4mXexPivD3mgXsDKQ8nJQ5OuyAyX1SMNY7LgRKFzV8zhqSBIVg/sfx+LIDGPvWBgx++Xfc/cUufPDnKWw/U4QaneeWt4miiFUHzP1R9k7ra8qNwzpCrRSwL6PU5Y2ctqqsM8gLdR2VkWrIWRma9kZ6EytlB3yFtIw32L9tL6pKpRKXXnopLr300nYbSEkX0M4UVDrsgpa0BDoiUMN/y16gR0wweseFQG8U5ZUeziS9AY8J0SK8Df3F5HoKhSBnpVxV3icv4vWSsj6AgZTH65vguIETRxpM7HOVrh2C8PU9I3Df6GQM6RQOjUqB4iodfj9agDfXHMeNn2xH//lrMOW9LZi/Mg0rD+Qgq6TaY7JWh7LLkFFcDX+1Elf2jnbY43YI1mKSZanv4m3nHPa4znA0txyiaH6jHhWkdfdxqBnSMlR3lvZV1Opxw8fb8J5lJ5ijHhPgxD5H6BQZAIUAVNQZUFjpmDH5eZbAPdaO3XrkHtMHmi8K/uSC8r7jcn+U97wxpnpSn9QBFw2ckBfxxjm//cRR+Mrk4aRdUkdzy2EwmmzeTt3Q4RzXTOy70IjkSIxIjgRgXgicllOGPedKsC+jFLvPFSO/vA6HsstwKLsMi/46C8B89WpQx3AM7hSOQZ3C0Tc+BFqV6692SmV9V/WJQYDGsf9cbr2kM1bsz8HKAzl4emLvNk0DdKZDWVJZn/f8YGuPYi0ZqfOVddAZTG4ZzLDxRCF2pBdjR3oxEiP8MSO17TvBHLWM12QyITfXfAU+Li4OCkX7u47op1YiMTwAGcXVOF1Qhejgtgc/UkYqPoyBlLeYOjAer/92DDvPFiOrpBqJ4c7b7XSME/u82gBpMa+LKmfkjJSX9EcBDKQ8XufIQARqlKjSGXHmfBV6xNj3w0gUxQY7pNz3hlijUiC1YzhSO4bL58opq8XecyWW4KoEaTnlyC+vw6+H8/DrYfMwBo1Sgf6JoRjUMQyXde+Ay7pHOXUPFgCYTKI89nzygDiHP35qUhj6J4TiUHYZvt2ViQfGdHX4cziCHIC7YNIj2S8yUAONSgGdwYT88lokuWHx5akGQwzm/XAIveNC2txgLmWkgrVtK+0zGAz49NNPAQBPP/00NBrPvHDhbF07BCKjuBpnzldiZNfINj9eriUD6ivDYtqDuFB/DO8Sge1nirHyQA4eHNPNac8l7ZDqFcdAyhsNTAoDYJ4eXa0zOPyCckN1BqP8GuJNgVT7uyTnZRQKQf6GasvAiezSGpRW66FSCOgR6/xBE9YSBAEJYf6YkhKP+VP74qeHR+HQ/Kvx7b0j8M9reuGq3jGICNRAZzRhz7kSfLo5Hbf+byc+2XTG6Wfbk1GC3LJaBGtVuLxHB4c/viAI8oLer7afg9HkGeWMF0rLdt2kR7KfIAgNdkm5Z+DEScuLoL9aiVq9CQ98tVcOhOwl9UiF+PO6nyNIfVKnCxwzcELKSMUxI+VVpg+UpvdlO62UXhRFOSPVM8Z73hhTvZgQP8SG+MEk1k/vdZaT+ZUwmESE+qu9apUCAykvIGWQ2vJNLGWjuscEu6VEzhb+GiWGJ0figTFd8dltQ7Dn/67ChsfH4O3rU+Ta7td/O4Y/jzt3pLpU1je+b6zTmqinpMQjPECN7NIarHfhXg9r1eiMOFlgvqLojEET5FjuHjghjdV+eXo/xIf6If18FZ5YdrBNb9TkjJSXTHDydPW7pBwzAl3KSMUzI+VVJvSPg0apwIn8ShzNdc5EttyyWpTXGqBSCOgaHeiU5yDnG5Domj6pIw32Rzm74siRGEh5AekNbFsm96VlS/1R3ndVSBAEdI4KxLWDE/GvGwbipmFJEEXg70v34XSh4/ahNGQwmvDLIWlan+PL+iR+aiVuGGoehe6JQyeO5ZXDJAJRQVrEhHDQhKeT3szmuGEEusFowplCc5ZjWJcIfHjLYKiVAn5Ly8Nnm9PtftxyB/VIkZm8S8pBPzvzyi3DJrzoCjKZ109c0cs8QOmn/dlOeQ5p0ERyh0CPv4BLzUuxlPc5u0/KG/ujAAZSXkHqTTmaUw6TneVfaW6Y2OcMgiDghan9MLRzOCpqDbjni90oq2lb6VBTdqQX43ylDuEBalzaLcrhj9/QzcM7QiEAW06dx6kC1+xqsJZUTtovwbuuELVXUnlVrhsm92WW1EBnNMFPrUBCmD8GJoXhucl9AJgzyDvTi+16XC7kdSwpI5VVUoNafdtWT4iiKJeRMiPlfaanmis8Vh7Isfu9RUuOchGvTxjoqkAq1/tGnwMMpLxC1w5B0KgUqKgzIKO42q7HqB8Y4P3lWRqVAv+5ZTDiQ/1w5nwV/r50n8P7i6Syvmv6xUHdhkmJ1kiKCMCVvc3L9L70sKzUYfZHeZU4eSmv6wOpk/nmiwBdOwRBYdlTd8uITpg+MB5Gk4iHvt6Lggrbz1Vew/HnjhQVpEGInwqiaF7S3hYl1XrUGUwAgJhQZqy9zZie0Qj2UyG3rBY77LzQ0RIOmvAN0vvGzOIaFDlobcKFRFHEUUsg1ZuBFDmaWqmQR4faU95XWFGH/PI6CIL3fYM2JypIi09uHQI/tQIbTxRiwZpjDntsncEkTwt0ZllfQ7eN7AwA+H5PVpub8x2JE/u8S32PlOtL+05ZSsW6R9cPsxEEAa/O7I8eMUEorKjDw1/vg8Fosulx2SPlWIIgOGzghJSNigrSsnTLC/mplZjYz/wa54zyPqm0rxdHn3u1UH+1XBJ8sA1Dz1qSVVKDiloD1EoB3aI9ZyCaNRhIeQlpMa89AyfSLG+Gu0QFIlDrO1d1+yWE4s3rUgAAH288gxX7HPNCsOVUIcpq9OgQrMXwLm0fD2yNS7tFIrlDIKp0RvzooL9HW9UZjDhhyTJwh5R3cGdG6lS+OZC68EUwQKPCf24ZjCCtCjvTi/HmmuM2Pa6j9kgplUqMGTMGY8aMgVLZvt/0ywMn2tgnJX2fcYeU95pmKe/75VAu6gxtK/VsSGcwyX14LO3zfgOlfVJOGjghlfV1jw52yw7EtvCu07ZjUmlVmh0ZKU/YH+UsU1Li8aBl/9I/lx/EQQfU8P58wDxkYlL/OCgVrukLEgRBzkp98ddZp42jtcXJ/ErojSLCAtRIDGf/gzeQ3tAWV+na3P9iKykj1S364qvPXTsEYcF1AwAAH286g98sGV9rSIFUSBszUgyk6jlq4ESeJfMZG8JAyluN6BKJ2BA/lNca8OexQoc97ulC8yjrYD+VnCkn7+XsyX3eOmgCYCDlNaTSqrSccpvfZEvBlzdO7LPG4+N74spe0agzmHDv4j0oKLf/anyt3oi1R8xjyKekxDvqiFaZOSgBgRolThdW4a/TRS597qYckic9hnLQhJcI9VfD3zKq35VZKZNJlBcpNleWMbF/HO4e1QUA8MSyA0g/33pZmd5oQo0lIOQeKcepH4HextI+OSPFCy3eSqEQMM2yVsSR5X3S/qjesRxU5AukyX0Hs8qccqHXWwdNAAykvEaPmGCoFAKKq3Q2v0Hy5YwUYH4hWHjjQHSLDkJeeS3u/2qP3SUKG44XoLLOgIQwfwzqGObYg7Yi2E+NawcnAjBnpdxNmtjXl/1RXkMQhAaT+1zXJ5VbXotqnRFqpYBOkQHN3u6fE3qZJ27WGfDAV3tQo2v536mUjQKAoDaWJYuiiIKCAhQUFHhExtedukoZqYLKNn0tpO8xZhy82zTLct71RwscNgWXgyZ8S++4EKiVAoqqdMgqcfxrCzNS5HR+aqV8pfewDc1+5bV6nCsyT/rz9tHnLQn2U+PTW4cgxE+FvRml+L8fD9v1BmGVpaxv8oA4t1xFu3VkJwDA70fzkVVi34RGRzmcw4l93qh+l5TrMlLSxL7OkYEtTrlUKxV4f/YgRAVpcSyvAs/8eKjFf6fSoIkAjRKqNk7P1Ov1+PDDD/Hhhx9Cr/ecgS7u0DEyAEqFgCqdEQUV9k/hkr7H4piR8mq944LRIyYIOqMJvx3OdchjHrMMmujJQRM+wU+tlHvdHD0Gvaxaj2zLRRlvHIjGQMqL1C/mtX7ghBTlJ4T5IzxQ45RzeYouUYF4f/YgKARg2Z4sLLIxq1NVZ8D6Y+4p65N0iw7GqG5RMInAkh0ZbjkDYC6pkkaR+sLI/PZEWoya58LJfa2V9TUUE+KH925KhUIAftiXja93Nv997qhBE9SYVqVEkqXv8XSB/X1S0nTIeGakvJogCHJWasW+HIc85jHukPI5KUnm9wIHsxw7uU8q60sM90eov/dNZ2Ug5UWkHqc0GzJScnmWD2ejGhrdowOentgbAPDy6qPYeuq81ff9/Wg+avUmdIkKdOvXS8pKfbMzw+UDAySnCyuhM5gQrFWhU0TzpVrkeaQ3ta7MSEmBVHcrx9aO7BqJJ6/pBQB4YeWRZofE1O+Q8r4XV08n9UmdtrNPymQSkV9mzmbFMpDyelKf1Pb0IuS18WdHSZUO+eXm7w1mpHxHimVy334HD5zw5v4ogIGUV5EyA2l2ZKR8tT+qKXeN6oKZgxJgNIl4cMlenLNy6aRU1jfFTWV9kit7xyAhzB8l1Xr86qAyC1sdslxx6hMfIi9XJe8glVm5skdKCqS62rD/477RyRjfJwY6owkPfLUXJVW6i25TzoyU0yQ36JOyR1GVDjqjCYJgzjKSd0sMD8DQzuEQRWDlgbYNnZDK+pIi/Nvc20ieQxo4cTi7DEaT4/pMvbk/CmAg5VV6x4VAEIC88loUWlnX3h4XqgqCgFdn9EdKUhjKavS4Z/FuVNYZWrxPWbUeG08UAHBfWZ9EqRDkoRNr0/LdcgYpWGdZn/epX8rrmoyUKIo4KWekrL/6LAgC3pqVgs6RAcgurcHcb/fDdMGLM5fxOk9bJ/dJZX3RwdoW++LIeziqvI9lfb6pa4cgBGqUqNYZ5YtnjsCMFLlMoFaFLlHmq4jW7JOqafDN3p4yUoC5MfKTOYMRHazFifxKPNLEm7SG1hzJg94oomdMMLrHuL8U4are0QCAzSfPQ2cwufz5pZLQ9hSA+wppFHWOizJS5yt1KKvRQxDqsxzWCvFT4z+3DIafWoGNJwrx3h+nGn2ePVLOI2UP7c1I5ZRaBk2EctCEr5jUPw4qhYAjueXyABl7HLdkpHqxrM+nKBWCfHHVUfukdAYTThWYv1+YkSKXqF/M23p537G8cphEICpIg5gQrbOP5nFiQvzw8ZzB0KgUWHckH//6/USzt111wHwFbkpKnKuO16J+8aGICtKiss6AXWeLXfrcRpMoXyHixD7vI2WkymsNqGolE+sIJy0vgh0jAuCntn3Rbe+4ELw8vT8AYOH6E9h4on4pqLyM1wsbkD1dsuWiXHZpTatj6JsiD5oIY1mfrwgP1GBMT/NFvBVt2Cl1VA6kvPONMTVvoKW8z1GT+04VVEJvFBHip0KCl07/ZCDlZaQMgTUj0NPkutP2u1A1tWM4XpthfpP23h+nsPrgxT1HRZV18gLcyQPcW9YnUSgEXNGrAwDzbg9XSj9fhWqdEf5qJZI7WN/zQp4h2E+NYEtfQq4LJvdJGY1ubfheuW5wIm4a1hGiCMz9Zp88CrdcLu1re0ZKqVTikksuwSWXXAKl0vaAz9dEBGoQFmAOUK1ZjnwhaSBBbIh3vvmhpk1PNb8GrtiX02IVR3NMJhEnOPrcZ6U4OJCSLtqaW1e8830qAykvI2UIDltR2ieV//Xz0nSpo1w7OBF3j+oCAHh82YGLyiJ/PZwHo0nEgMRQdI6yrTTJma7oFQMAWH8s36ULRKUgvU98CJQcNOGVYl3YJyX1R3WLaVvQ/fyUPuifEIqSaj0eXLIXdQaj3CPliKl9SqUS48ePx/jx4xlIwdyjJmWlThfaXt4nTYVkRsq3XNU7BkFaFbJLa7Ano8Tm+2cUV6NGb4RWpUDnFpZzk3cakGh+D3ost8IhU4W9fdAEwEDK60i9TpnFNSirbnmpZFo7nNjXnKcm9MJl3aNQozfi3sV7UFRZP6xDLuvzkGyUZFT3KGiUCpwrqra7Idwecn+UF/9ga+/qJ/c5P5A65YCMFGDua/zw5kEI9VfjQGYpXv75KHuknEweOFFo+88XaSoke6R8i59aiav7xgIAVuyzvbxPGjTRIya4zUu0yfMkhPkjKkgDQ4MWgLY4kmu5cOulgyYABlJeJzRAjUTLIsW03OazUnqjCcdyzel1DgwAVEoF3r9pkDwh7IEle6EzmJBXVoudlh6kSQM8oz9KEqRVYXhyBADgDxeW90nZzr6c2Oe16ndJOb+0T57Y54AhLUkRAVh440AIAvDl9nPYYtkD54hAShRFlJaWorS01KUZXk8mle7ak5GSsp1xzEj5HKm8b/WhXJuHHR1jWZ9PEwRB3ifV1oEToigyI0XuIQ+cyG7+asCpgkrojOaFqknhTK8D5iD0s9uGIEirws70YrywKg2rD+VCFIEhncLlaWee5Ipe5sbfP465JpAymUT5+4qDJryXlCVwdkaqrFovr2LoauPEvuaM7RmNv43tBqDBsAkHlPbp9XosXLgQCxcuhF7fcja/vZD+n505b1sgZTSJyCu3lPYxI+VzLukahQ7BWpRW67GpwfAXa0gXcDmxz3cNcFAglV1ag/JaA9RKwabVGZ6GgZQXkgdOtNAn1bDPhQtV63WLDsbCG8xXvJfsyMC7lkl+7t4d1RwpkNp1thhlNc5/85dZUo2KOgM0KgW6t7HnhdxHyhI4OyN1qtD8piku1M+hu57+cVUPXNY9Sv4z90g5R3KD0j5bsnTnK+tgNIlQKgR0CG5/E2F9nVIhyKXutk7v4w4p35eSZL7IejCr9V79lkjZqG7RwdCovDcc8d6Tt2NSyVVLk/vYH9W8q/rE4PHxPQGYR0QrBGBC/1g3n6ppnSID0S06CAaTiM0nbbsyaI9Dlu+p3rHBXLLpxaQsgbOHTcj9UdGODbqVCgHv3piKhDB/qJUCm9adpFNkAFQKAdU6o5xhsoa0oywmWMuBND5qRqp5Oe+6I/ny0JfWVOsMOFdcDQDoFee9GQZqmVTad+Z8Vau9+i3x9kW8Er5T8kJSydWZ81Wo1jW9J0ae2Mf+qCY9OKYrJlt6oi7tFoXoYM+t85fL+1zQJ3XYUtbH/ijvJmWk8rw0kALM47l/m3sZ1j86BtEhnvvv05uplQp0jDAHqacLrB84Ud8fxbI+X9UvIQTJHQJRZzBhTVq+Vfc5kV8JUQSigrSICmKm0leFB2rknxsHs0vtfhxf6I8CGEh5pQ7BWsSEaCGKwNEmpqaYTPUNfMxINU0QBLx1fQpen9kfr187wN3HaZEUSG04UQijHXs9bFE/Mp/fN95MWspbWWeQdzE5w0knBlKAuaSvI7NRTiWX99nQJ5UjT+xjgOurBEHA9IHmrNRPVpb3HZfL+piN8nXSPqm2lPcxI0VuJQVIh5sYOHG2qApVOvMeB0c1gPsiP7USNw7r6PHbtAd3CkeInwrFVTrsb2NzZ0tEUawffc5MplcL0KgQ6m/uK3LmwAkpI+XNjcLtXddoyy6pAusDqVx5h5Rn/+yktpk20NwntfXUeRRUtP5z5CgHTbQbKZZ9Uva+Jymr0SOrxHxBhoEUuYW046epPimpP6pXXAj3OPgAtVKBy3tK0/usK7GwR05ZLUqq9VApBI6u9QFxTh6BXq0zyC+EzspIkfN1jZIyUtaX9kklo7EsufRpnSIDkdoxDCYRWHUgt9XbS4Mm+Prh+6SMlL2T+6RqqoQwf4QGePcwIb7L9lLywImcizNSh3O4UNXXXNGrAwBgvRP7pA5ZUvQ9YoKhVSmd9jzkGvFOXsorLXGNDNQgIlDjlOdwJIVCgaFDh2Lo0KFQKPjSJ7EnIyUF5/HcIeXzrC3vE0URxy07pHp7eYaBWtc3PgRKhYCCijq7enF9pT8KYCDltfpZAqmT+RWoMxgbfY79Ub7n8h7RUAjmZYfZpc7JMHBAiW+RMlK5TspInSwwv2nq6iXZKJVKhUmTJmHSpElQqdq+4NdXJFsyUjlltc0OL7qQFJzHcYeUz5s0IA5KhYCDWWU408Li5oKKOpRU66EQmKFuDwI0KvSwLGG3p7zvqI/0RwEMpLxWfKgfwgPUMJhEnMir/+HGPhffFBGowaCO4QCAP520nLf++4YBuC+QMlI5TspI1fdH8U2TNwtvkFGUsowtMRhNcr9MHDNSPi8qSCvvdFuxP6fZ2x2zZKO6RAXCT82KhvZA6pM6mFVq832lQRO+kL1kIOWlBEGoHzjRYDFvrqXPRakQ5KsF5Buu6C31STkpkLJkMhlI+QapfyWv3EkZqXznTuxzNFEUUVVVhaoq25bPtgfJUZbyvhYyDpL8ijqYRECtFBAVyBHX7YG0U+qn/dnN/ts5llvfm03tg9wnZWMgpTOY5NePviztI3fqm3DxwAnp992jg3hVyMdIY9C3njqPGp2xlVvbpqC8FoUVdVAIQG9upPcJUrbAWT1Spwq9a2KfXv//7d19WFR1+j/w9wzzwPMgIDAoCiImiopPlZqaVmqZX93StDXTrLRNTd3cNrMu/WXqqq25lpvf3faLtqtl+3V72O/mrl6GVpu2aZpKKgioJKCACQLCzDCf3x8z5+jE4+jIYc55v66L64J54oYzB+ae+/7cHzvWrl2LtWvXwm6/dSPh/VGyNAK9BRWpYneraGx4IPTcjFcT7usRi2BTAM6WVeNwI21cUkWqO9/A1QxpY96jBeVwerE1S25JJWx1ToSZDejYzv/bg5lI+bG0+PoDJ7K4Pkq1bosNQ4eIINQ6nPgqt9Snj33MnYB3jQlFkIkJuBrEu9evFJZf9XkFxuZw4mxZNQD/qUhR47q0b3lFSmoVjef6KM0INhkwqkcsAODjww0PnZATKVakNKNbbCgCjXpcqXUgv6zlUz+ldfyp8eHQ6fz/zRgmUn5MasE6WVQBR50TAAcGqJlOp5OrUr5u75P2I+NGvOoR5x42UWN34nK1byswZ8qqUOcUCDMbEBvO9i5/501FShpewvVR2jLe3d73f0eLYHe/3pDY65w4fZF7SGmNIUAvv2bwZgy6WjbilTCR8mOdI4MRajag1uFErvsfICtS6nb9OilfVhmkdXY9uT5KNQKNAYhyDxHw9V5SUn97ckyoKt5R1DqpIpVXWtlsi04hJ/Zp0tCu0YgKMaGsyoYvT3t2ROSXVsFeJxCqklYtarkb2U9KTaPPASZSfk2v18kZ/fHz5SirrJV3nFfLE5Q8DeoShUCjHkXlNfIu8r6Q5W7t68VESlVu1TopTuxTl4TIYBgDdKixO1FU0fRzpYh7SGmSIUCPB3tbAdRv75NGWd8WF8Y3VjSmt3ty33c/lDdzSxchBCtS1LbIAycKy+VqVFJ0CELN3CdFjQKNAbirq2sU7WcnL/jkMcsqa1HIBFyVpKpBcy+OvSXtIcX1UepgDNCjc1TLNuaVNt+UpkKSdkjtfbu+v+Cx55i0Puo2tvVpTrq7IvV9YQVsDmfTN4Zrv7ryq3YY9DqkxKrj/wcTKT8n9admna+41p7FF8OqNrK7a9HvHh+tk5KGlXRhAq468qa8Pt7EWa5IqeQfIV0bgd7UpqsA5DddpH3KSDv6JkSgc1Qwqm112P39tTfyTrkTqVQmUprTKTIYEcFG2OqcOFlc0eztpba+rjGhMBvUMdiqTSdSDocDL7/8MpKSkhAUFIQuXbrg1VdfhdPZfNarFdLAiazCcnn0OddHqZs0cOJIwWWUVdbe9OPJzxu29amOXJEq911Fqs4pkFfqWpPZtb3/vHDS6/VIT09Heno69Po2/a9PEcnu6mJuEwMnbA4nSt1/c6QknbRDp9NhfLqrKvXRde193ENKu3Q6HXq7x6C3pL1PbeujgDaeSK1evRqbNm3CW2+9hRMnTmDNmjVYu3Yt3nzzTaVDazOS24fAbNCjylaHvadKAHBin9rFWQLRwxoOISAf85shT3pU0R82cpHWsRT6sCJVcKkaNocTgUY9OvjRwnKDwYAJEyZgwoQJMBhYef2plmzKe6GiBkIAZoMeke5BJqQtE9LjAQCf55SitLIW5VftcpWyG/eQ0qT0ji2f3Pd9kev1hlrWRwFtPJHav38/xo8fj7FjxyIxMRETJ07EqFGjcPDgwUbvU1tbi4qKCo8PNTME6JHqfkJWuzdpZUVK/e5J9d0YdGn0OQdNqM+tqEjluNv6ukSHIoAbsqqGVJFqagS6lJBbLYEcKqBRXdqHondHC+qcAv84WiS39XWICIIlyKhwdKQEuSLVgkRKGpLFilQrueuuu7Bnzx5kZ2cDAL777jt8+eWXeOCBBxq9z6pVq2CxWOSPhISE1gpXMdeviYq3BPKdQg2Q2vs+zy6pt6eHN8qr7Th3ybWxKhNw9ZHar4rLa7zaeb4p/ro+SggBm80Gm83m8w2K1SA52nU8iytqUFnraPA2xe6hJXFs69M0ub3vyHl5XQwHTWhX7wTXa4fTJZWN/u0AgIqaa683WJFqJb/+9a/x6KOPonv37jAajejbty8WLFiARx99tNH7LF68GOXl5fJHQUFBK0asjLTrKgk9+GJYE/p0jEBUiAlXah345sylG34cqa0vITIIlmC+m6g2seGB0OkAW50TZVU2nzymPLGvvX8lUna7HStXrsTKlStht/t2g2I1sAQbER3qehMuv5GqlLSHVDz3kNK0cX2s0OuAw+cuY1eWa+gEN+LVrpiwQHSICIIQwLEm1kmddFej4i2BiAhWzxv+bTqR2r59O/7yl79g27Zt+Pbbb7Flyxa8/vrr2LJlS6P3MZvNCA8P9/hQu7TrkidO7NMGvV6HEe6q1Gcnbry977i8PooJuBqZDHpEh5oBXBtbfbNy/bQiRc3rEi0NnGh4nZS0h5SVe0hpWkxYIIa4t+GQNudlRUrbru0ndbnR23zvfr2hprY+oI0nUr/61a/w4osvYsqUKejVqxemTZuGhQsXYtWqVUqH1qZ0iwuFwb1WIY3rXDRDau+7mXVS0vooPm/UK97dhlVYfvMDJ4QQcmsf95BSn+SYpkegSxUpKytSmie190lSVdSqRd7r495P6mhTiZTKNuKVtOlEqrq6ut6Y2oCAAI4//wmzIQCTByage1wY7uwSqXQ41EqGpkTDoNchr7Sq2b1fGiNXpJhIqZY8cMIHk/uKymtQZauDQa+TN3Al9bhWkWq4tU+qSMWzIqV5o3vGItDoen1mCtAjKZp/D7SsjzxwovHWPjmRUllFqk3PgB03bhxWrFiBTp06oWfPnjh8+DDWrVuHmTNnKh1am7PiZ72UDoFaWVigEXd0icS/T5fhs5MX0cXLNSuVtQ7ku/cDYkuoekltWL6Y3CdN7EuMDoExoE2/D0c3QKpINdbaJ7WHxoWzIqV1YYFG3Jsai/87WoTkmFD+PdC4Xh0t0OmA85evouRKLdqHmT2ut9c5kV3s+rvSw6quN27b9DP/zTffxMSJE/Hss88iNTUVixYtwuzZs7F8+XKlQyNqE0Z2jwUAZJ7yvr3v+8IKCOGa7CatoyH1kQYDFPogkZLb+vxs0AS1TLL7uOaXVtWb8lhjr5MHlrAiRQDwxJAkmAx6PJAWp3QopLBQs0H+v9BQe19uSSVsdU6EmQ3o6Ef7D7ZEm06kwsLCsH79epw9exZXr15Fbm4uXnvtNZhM6pn2QXQzpHVSX+ddwpUa7yaRHT/vKsFz7Lm6yRUpH7T2+evoc2qZju2CYQrQo9bhxPmfPF+kalSQMYD7BREAoH/ndvj+/43GvHtSlA6F2gBpnVRD+0l9X+hq60u1hkOvsv0H23QiRURNS4oOQZfoEDicAl/klHp132vro9jWp2a+3JT3tDT63A8HTej1evTo0QM9evSot/aWXAL0OiRGBwOo395XeN3EPm7GSxIDW/rIrY88ua/+OikpkVLb+iiAiRSR35OqUnu8HIOe5Z7Y14uDJlRN2pT3QkUN6m5iU14hhLxGyh8TKYPBgEceeQSPPPIIDIY2vTxYUdLAibyfDJwo4h5SRNQEuSL1w+V6m56rdWIfwESKyO+NTHUlUntPXay3rqExV2118saqnNinbjFhZuh1gMMpUFpZe8OPU1Zlw+VqO3S6a2tpSH0aGzhRXOEeNGHh+igiqq97XDhMAXpcrrbj3KVq+XIhhGon9gFMpIj83sDESISZDSirsjW5Gd71ThRXwCmA6FAzYsI4aELNDAF6xIa795K6iXVS0vqohHbBCDQG+CQ2ansa25RXeu7EM5EiogaYDHqkuhOl69v7iitqcLnaDoNe55fdDM1hIkXk54wBegzr1h5AyzfnzTp/bX0U1zuon9TedzPrpPy5rQ8AbDYbli1bhmXLlsFmsykdTpuVHNNIa5/7uWONYGsfETUsXVondd3ACWl9VNeYUFW+CcdEikgFvF0nddy9PiqNE/s0QXrxezMVqVxpYp+fJlLUMl3au1r7Ll6p9ZgEKj13rKxIEVEjGprcJw+aUOH6KICJFJEq3H1be+h0rgWdReXNv1i+NrGPiZQWxPukIuVaU5fMRErVwgON8maa11elpOdOPCtSRNSI3h0jALheYzjqnACuDZpIZSJFRG1VVKgZ6e53gjJPljR521pHHbIvSIMm1PmHjTzFuSetFd9EInWaFSnN6BLtOXCi2uZA+VVXdYrDJoioMV2iQxBmNqDG7kT2BdffDzUPmgCYSBGpxj3u9r7PTl5o8nbZxZWw1wlEBBvRge8ua4JUkSpsQbWyIRU1dlyocE38Y0VK/X66TkqqRoWaDQgP5Ga8RNQwvV6H3gnSflKXcaXGjrNlrgl+rEgRUZs2snssAODL06Wosdc1eju5rS/ewkETGiGtkZL2AvKWVI2KCw/kC2kNkMbbSxUp6XnD9VFE1Bypve/oD5dxstjV/WK1BCIyxKRgVLcOEykilUi1hsFqCUSN3Yn9uWWN3u74ea6P0hqpInXxSo3ct+6N0xf8e2IfeUcaOCFVpKRKJif2EVFz+rgTqSMF5aofNAEwkSJSDZ1OhxFye1/j0/uOu/+wcX2UdkSHmmEM0MEpgAtXvN+U93SJ/ydSer0eKSkpSElJgV7Pf31N6equSOWXVaHOKeSKFPeQIqLmSOu1sy9cwaGzPwJQ7/oogIkUkarcc10iJYSod729zokTRRx9rjV6vU7elLfoBkag57iHk/hzImUwGDB16lRMnToVBoNB6XDatPiIIJgMetgcTpz/8SqKK1zPGQ6aIKLmxFkCERNmRp1T4F9ZxQBYkSIiPzE4ORpmgx7nL1/FKfeL3+vlllTC5nAizGxAp8hgBSIkpcS7J/cV3sDkPqkixYl92hCg13lM7iuUK1Js7SOi5kn7SdU6XK3krEgRkV8IMgVgSNdoAA1vznvsB9f6qB7x4dDrOWhCS6RqQrGXk/uu2urww4+u+/hzRYq8I62Tyi2plPems0awIkVEzZPa+wDXtM+Edup945aJFJHKNLVOKsu9PqoXB01ojvQiuNDLyX25JZUQAogMMSEq1HwrQmsVNpsNK1aswIoVK2Cz2ZQOp827Nrmv6rqpfaxIEVHzene89hoj1Rqm6jdumUgRqcxIdyJ1+NyPuFTl+YKRE/u0S2rLKvKyIiWNPpcGEPgzu90Ou92udBh+QapIfVdwGVdqHQA4/pyIWqZ3hwj5czWvjwKYSBGpToeIIHSPC4NTAPuyr1Wl6pxC3mGcE/u0R3oRXOTlGik5kYr1/0SKWk6qSEl/M8IDDQgxc0gHETXPEmyU11mqdSNeCRMpIhW6J9VVlbp+nVR+aRWqbXUIMgYgKZovirUm3r0HkLetfTkX3RP7VFCRopZLcr8IksRzDyki8sLzo27DmJ5xGNvbqnQotxQTKSIVktr79mWXwO7egFVq6+sRH44AFfcrU8OkilRpZS1qHXUtvp9UkUphRUpTwgKNiA2/tiaObX1E5I2xva3YNK0/wgKNSodySzGRIlKh9IR2aBdsxJUah7whnpRIcdCENkWGmGAyuP7kX6xo2aa8NocTZ8qqAXBinxYlX1eFtLIiRURUDxMpIhUK0Osw4jbP6X3HC12JVE8V7+dAjdPpdHJVobCFm/KeLatCnVMg1GxAXDgrElojDZwAgHhWpIiI6mEiRaRSI+V1UhfgdApknZcGTbAipVXeDpzIcbf1JceEQqfz73ZQnU6HxMREJCYm+v3P0lqur0jFcfQ5EVE9HMFDpFJDU9ojQK9DbkkVvjxdiiu1DpgMerZoaZg0Ar2whSPQ5fVRKnjOGI1GzJgxQ+kw/EqX6xIpVqSIiOpjRYpIpSxBRgxMbAcA2LAnBwCQGhcGYwBPe62SNuUtauHkPnn0uQoSKfJe8nWtfVwjRURUH19REanYPd1jAQAH3QMn2NanbVYvN+XNUVFFirwXbwlCl/YhiLcEogMTKSKietjaR6RiI1NjsOLTE/LXTKS0LT5CGjbRfEWqzimQV6KeipTNZsP69esBAAsWLIDJZFI2ID+g1+uwc/5QOJ2QJz4SEdE1/MtIpGJdokOQGBUsf50Wz0RKy+LCXVWF4ormE6kffqxGrcMJs0GPju2Cm729P6iurkZ1dbXSYfgVsyEAQaYApcMgImqTmEgRqZhOp8MI9+a8Br0O3eL8v7JAN06qSF2qsqHG3vSmvNL6qC7tQ7mBMxERUQOYSBGp3NheVgBA/87tYDbwnWUtswQZEWR0PQeaG4HO9VFERERN4xopIpUbkBiJHb8YjIR2XCyudTqdDtaIQOSVVKHo8lUkRYc0eltO7CMiImoaK1JEGtC/czvEhHMfGLp+LylWpIiIiG4GEykiIg2xWqS9pBofgS6EQC4rUkRERE1iax8RkYZIiVRTFaniihpU1jpg0OvQOarx9j9/otPpEB8fL39ORER0s5hIERFpiNW9sWpxE5vySuujOkcFq2b/IKPRiFmzZikdBhERqYg6/kMSEVGLyK19TVSkci6wrY+IiKg5TKSIiDQk3l2RKmxijdTpEmnQRFirxEREROSP2NpHRKQhUkWqosaBqloHQsz1/w2cVmFFym63Y+PGjQCAOXPmwGg0KhwRERH5O1akiIg0JCzQiDB38lTUyDopqSKlpkRKCIHLly/j8uXLEEIoHQ4REakAEykiIo2xRrgn912uv06qrLIWl6ps0OmA5PbqSaSIiIh8jYkUEZHGxFmkyX31EylpYl/HdkEIMgW0alxERET+hIkUEZHGxMt7SdVv7cuRNuJlNYqIiKhJTKSIiDTG6q5IFTXQ2idVpFJiObGPiIioKUykiIg0Rl4j1UBF6jQrUkRERC3C8edERBoTL1Wkmlgj1TVWXYmUTqdD+/bt5c+JiIhuFhMpIiKNkSpSRZevQgghJxYVNXYUV7iSKzWNPgcAo9GIOXPmKB0GERGpCFv7iIg0RtqUt8pWh4oah3x5rrsaFRtuRnggN6wlIiJqChMpIiKNCTYZYAlyJUrXj0CXJ/aprBpFRER0KzCRIiLSIGsDI9ClilRKjPom9tntdmzcuBEbN26E3W5XOhwiIlIBJlJERBoUH1F/BLo0aCJZhRUpIQRKSkpQUlICIYTS4RARkQowkSIi0iCpIlV0XUUqR65IqS+RIiIi8jUmUkREGiRVpArdFakaex0KfqwGwDVSRERELcFEiohIg35akcotqYQQQLtgI6JCTEqGRkRE5BeYSBERaVCcO5GSpvadvm5iHzesJSIiah4TKSIiDYq3uFv7yl2b8l5LpNQ3sY+IiOhWMCgdABERtT6pIlVjd+Jytd2jIqVGOp0OERER8udEREQ3i4kUEZEGBRoDEBViQlmVDYXlV1U/sc9oNGLBggVKh0FERCrC1j4iIo2yRriqUgWXqnGmtAqAeitSREREvsZEiohIo6zudVIH8i7B4RQIMQXI0/yIiIioaWztIyLSKClp+jy7BIC6J/bZ7XZkZGQAAJ544gkYjUaFIyIiIn/HRIqISKOkilSe3Nan3ol9QggUFhbKnxMREd0stvYREWlUfIRnGx/XRxEREbUcEykiIo2SKlIStU7sIyIiuhWYSBERadRPB0uwIkVERNRyTKSIiDQqzhIIabaEyaBHQmSwsgERERH5ESZSREQaZQzQo32oGQDQJToEAXp1TuwjIiK6FZhIERFpmNTelxKr3ol9kuDgYAQHs+pGRES+wfHnREQa1qFdEL77oRxd26t7fZTJZMILL7ygdBhERKQiTKSIiDRs5pAkAMCkAR0VjoSIiMi/MJEiItKwAYmRGJAYqXQYREREfoeJFBERqZ7dbsfWrVsBAFOnToXRaFQ4IiIi8ndtftjE+fPn8dhjjyEqKgrBwcFIT0/HoUOHlA6LiIj8iBACZ86cwZkzZyCEUDocIiJSgTZdkfrxxx8xZMgQjBgxAjt37kRMTAxyc3MRERGhdGhERERERKRhbTqRWr16NRISEpCRkSFflpiYqFxAREREREREaOOtfZ988gkGDBiASZMmISYmBn379sUf//jHJu9TW1uLiooKjw8iIiIiIiJfatOJVF5eHt5++22kpKTgX//6F5555hk899xzePfddxu9z6pVq2CxWOSPhISEVoyYiIiIiIi0oE0nUk6nE/369cPKlSvRt29fzJ49G08//TTefvvtRu+zePFilJeXyx8FBQWtGDEREREREWlBm14jZbVa0aNHD4/LUlNTsWPHjkbvYzabYTabb3VoRETkZzjynIiIfKlNJ1JDhgzBqVOnPC7Lzs5G586dFYqIiIj8kclkwpIlS5QOg4iIVKRNt/YtXLgQBw4cwMqVK3H69Gls27YNf/jDHzBnzhylQyMiIiIiIg1r04nUwIED8eGHH+K9995DWloali9fjvXr12Pq1KlKh0ZERERERBqmEyrf4r2iogIWiwXl5eUIDw9XOhwiIlKAw+HA9u3bAQCTJ0+GwdCmO9uJiOgW8WVuwP8kRESkek6nEzk5OfLnREREN6tNt/YRERERERG1RUykiIiIiIiIvMREioiIiIiIyEtMpIiIiIiIiLzERIqIiIiIiMhLqp/aJ013r6ioUDgSIiJSis1mQ21tLQDX/wOTyaRwREREpAQpJ/DFDlCq30cqLy8PycnJSodBRERERERtRG5uLrp06XJTj6H6ilRkZCQA4Ny5c7BYLApHo00VFRVISEhAQUEBN0VWCI+B8ngMlMdjoCz+/pXHY6A8HgPllZeXo1OnTnKOcDNUn0jp9a5lYBaLhU9YhYWHh/MYKIzHQHk8BsrjMVAWf//K4zFQHo+B8qQc4aYewwdxEBERERERaQoTKSIiIiIiIi+pPpEym81YunQpzGaz0qFoFo+B8ngMlMdjoDweA2Xx9688HgPl8Rgoz5fHQPVT+4iIiIiIiHxN9RUpIiIiIiIiX2MiRURERERE5CUmUkRERERERF5iIkVEREREROQl1SZSZ86cwZNPPomkpCQEBQUhOTkZS5cuhc1m87jduXPnMG7cOISEhCA6OhrPPfdcvdvQjVuxYgUGDx6M4OBgRERENHgbnU5X72PTpk2tG6iKteQY8DxoXYmJifWe8y+++KLSYana73//eyQlJSEwMBD9+/fHF198oXRImrFs2bJ6z/e4uDilw1K1zz//HOPGjUN8fDx0Oh0++ugjj+uFEFi2bBni4+MRFBSEu+++G1lZWcoEq1LNHYMZM2bUOy/uvPNOZYJVoVWrVmHgwIEICwtDTEwMJkyYgFOnTnncxhfngWoTqZMnT8LpdOK///u/kZWVhTfeeAObNm3CSy+9JN+mrq4OY8eORVVVFb788ku8//772LFjB55//nkFI1cXm82GSZMm4Re/+EWTt8vIyEBRUZH8MX369FaKUP2aOwY8D5Tx6quvejznX375ZaVDUq3t27djwYIFWLJkCQ4fPoyhQ4fi/vvvx7lz55QOTTN69uzp8Xw/duyY0iGpWlVVFfr06YO33nqrwevXrFmDdevW4a233sI333yDuLg43Hfffbhy5UorR6pezR0DABgzZozHefHpp5+2YoTqtm/fPsyZMwcHDhzA7t274XA4MGrUKFRVVcm38cl5IDRkzZo1IikpSf76008/FXq9Xpw/f16+7L333hNms1mUl5crEaJqZWRkCIvF0uB1AMSHH37YqvFoUWPHgOdB6+vcubN44403lA5DM26//XbxzDPPeFzWvXt38eKLLyoUkbYsXbpU9OnTR+kwNOun/2OdTqeIi4sTv/nNb+TLampqhMViEZs2bVIgQvVr6HXO9OnTxfjx4xWJR4suXrwoAIh9+/YJIXx3Hqi2ItWQ8vJyREZGyl/v378faWlpiI+Ply8bPXo0amtrcejQISVC1Ky5c+ciOjoaAwcOxKZNm+B0OpUOSTN4Hihj9erViIqKQnp6OlasWMFWylvEZrPh0KFDGDVqlMflo0aNwldffaVQVNqTk5OD+Ph4JCUlYcqUKcjLy1M6JM3Kz89HcXGxxzlhNpsxfPhwnhOtbO/evYiJiUG3bt3w9NNP4+LFi0qHpFrl5eUAIOcBvjoPDL4Ns+3Kzc3Fm2++id/+9rfyZcXFxYiNjfW4Xbt27WAymVBcXNzaIWrW8uXLcc899yAoKAh79uzB888/j9LSUrY6tRKeB61v/vz56NevH9q1a4f//Oc/WLx4MfLz8/HOO+8oHZrqlJaWoq6urt5zPDY2ls/vVnLHHXfg3XffRbdu3XDhwgW89tprGDx4MLKyshAVFaV0eJojPe8bOifOnj2rREiadP/992PSpEno3Lkz8vPz8corr2DkyJE4dOgQzGaz0uGpihACv/zlL3HXXXchLS0NgO/OA7+rSDW0aPWnHwcPHvS4T2FhIcaMGYNJkybhqaee8rhOp9PV+x5CiAYvJ5cbOQZNefnllzFo0CCkp6fj+eefx6uvvoq1a9fewp/A//n6GPA8uHneHJOFCxdi+PDh6N27N5566ils2rQJf/rTn1BWVqbwT6FeP30u8/ndeu6//348/PDD6NWrF+6991784x//AABs2bJF4ci0jeeEsiZPnoyxY8ciLS0N48aNw86dO5GdnS2fH+Q7c+fOxdGjR/Hee+/Vu+5mzwO/q0jNnTsXU6ZMafI2iYmJ8ueFhYUYMWIEBg0ahD/84Q8et4uLi8PXX3/tcdmPP/4Iu91eL0Ola7w9Bt668847UVFRgQsXLvA4NMKXx4DngW/czDGRJjWdPn2a79D7WHR0NAICAupVny5evMjnt0JCQkLQq1cv5OTkKB2KJkkTE4uLi2G1WuXLeU4oy2q1onPnzjwvfGzevHn45JNP8Pnnn6Njx47y5b46D/wukYqOjkZ0dHSLbnv+/HmMGDEC/fv3R0ZGBvR6zwLcoEGDsGLFChQVFcm/xF27dsFsNqN///4+j10tvDkGN+Lw4cMIDAxsdFQ3+fYY8DzwjZs5JocPHwYAjz/m5Bsmkwn9+/fH7t278bOf/Uy+fPfu3Rg/fryCkWlXbW0tTpw4gaFDhyodiiYlJSUhLi4Ou3fvRt++fQG41hLu27cPq1evVjg67SorK0NBQQH/D/iIEALz5s3Dhx9+iL179yIpKcnjel+dB36XSLVUYWEh7r77bnTq1Amvv/46SkpK5OukLHTUqFHo0aMHpk2bhrVr1+LSpUtYtGgRnn76aYSHhysVuqqcO3cOly5dwrlz51BXV4cjR44AALp27YrQ0FD8/e9/R3FxMQYNGoSgoCBkZmZiyZIlmDVrFnuEfaS5Y8DzoHXt378fBw4cwIgRI2CxWPDNN99g4cKF+K//+i906tRJ6fBU6Ze//CWmTZuGAQMGyN0J586dwzPPPKN0aJqwaNEijBs3Dp06dcLFixfx2muvoaKigttc3EKVlZU4ffq0/HV+fj6OHDmCyMhIdOrUCQsWLMDKlSuRkpKClJQUrFy5EsHBwfj5z3+uYNTq0tQxiIyMxLJly/Dwww/DarXizJkzeOmllxAdHe3xhg/duDlz5mDbtm34+OOPERYWJnclWCwWBAUFQafT+eY88N1gwbYlIyNDAGjw43pnz54VY8eOFUFBQSIyMlLMnTtX1NTUKBS1+kyfPr3BY5CZmSmEEGLnzp0iPT1dhIaGiuDgYJGWlibWr18v7Ha7soGrSHPHQAieB63p0KFD4o477hAWi0UEBgaK2267TSxdulRUVVUpHZqqbdy4UXTu3FmYTCbRr18/eQQu3XqTJ08WVqtVGI1GER8fLx566CGRlZWldFiqlpmZ2eDf/enTpwshXKOfly5dKuLi4oTZbBbDhg0Tx44dUzZolWnqGFRXV4tRo0aJ9u3bC6PRKDp16iSmT58uzp07p3TYqtFYDpCRkSHfxhfngc79zYiIiIiIiKiF/G5qHxERERERkdKYSBEREREREXmJiRQREREREZGXmEgRERERERF5iYkUERERERGRl5hIEREREREReYmJFBERERERkZeYSBEREREREXmJiRQREfmlZcuWIT09XekwiIhIo5hIERFp3IwZM6DT6aDT6WA0GhEbG4v77rsP//M//wOn06l0eI1atGgR9uzZo3QYbcLmzZsRERGhdBhERJrCRIqIiDBmzBgUFRXhzJkz2LlzJ0aMGIH58+fjwQcfhMPhUDq8BoWGhiIqKkrpMIiISKOYSBEREcxmM+Li4tChQwf069cPL730Ej7++GPs3LkTmzdvlm+3bt069OrVCyEhIUhISMCzzz6LyspKAEBVVRXCw8Pxv//7vx6P/fe//x0hISG4cuUKbDYb5s6dC6vVisDAQCQmJmLVqlWNxrV3717cfvvtCAkJQUREBIYMGYKzZ88CqN/aN2PGDEyYMAGvv/46rFYroqKiMGfOHNjtdvk2tbW1eOGFF5CQkACz2YyUlBT86U9/kq///vvv8cADDyA0NBSxsbGYNm0aSktLm/zdffXVVxg2bBiCgoKQkJCA5557DlVVVQCAxYsX484776x3n969e2Pp0qXy1xkZGUhNTUVgYCC6d++O3//+9/J1Z86cgU6nw9/+9jeMGDECwcHB6NOnD/bv3y//jp544gmUl5fLlcVly5Y1GTMREd08JlJERNSgkSNHok+fPvjb3/4mX6bX67FhwwYcP34cW7ZswWeffYYXXngBABASEoIpU6YgIyPD43EyMjIwceJEhIWFYcOGDfjkk0/wwQcf4NSpU/jLX/6CxMTEBr+/w+HAhAkTMHz4cBw9ehT79+/HrFmzoNPpGo05MzMTubm5yMzMxJYtW7B582aPRPDxxx/H+++/jw0bNuDEiRPYtGkTQkNDAQBFRUUYPnw40tPTcfDgQfzzn//EhQsX8MgjjzT6/Y4dO4bRo0fjoYcewtGjR7F9+3Z8+eWXmDt3LgBg6tSp+Prrr5GbmyvfJysrC8eOHcPUqVMBAH/84x+xZMkSrFixAidOnMDKlSvxyiuvYMuWLR7fa8mSJVi0aBGOHDmCbt264dFHH4XD4cDgwYOxfv16hIeHo6ioCEVFRVi0aFGjMRMRkY8IIiLStOnTp4vx48c3eN3kyZNFampqo/f94IMPRFRUlPz1119/LQICAsT58+eFEEKUlJQIo9Eo9u7dK4QQYt68eWLkyJHC6XQ2G1dZWZkAIN/3p5YuXSr69Onj8XN07txZOBwO+bJJkyaJyZMnCyGEOHXqlAAgdu/e3eDjvfLKK2LUqFEelxUUFAgA4tSpUw3eZ9q0aWLWrFkel33xxRdCr9eLq1evCiGE6N27t3j11Vfl6xcvXiwGDhwof52QkCC2bdvm8RjLly8XgwYNEkIIkZ+fLwCId955R74+KytLABAnTpwQQgiRkZEhLBZLgzESEdGtwYoUERE1SgjhUQHKzMzEfffdhw4dOiAsLAyPP/44ysrK5Fa222+/HT179sS7774LAPjzn/+MTp06YdiwYQBc7XdHjhzBbbfdhueeew67du1q9HtHRkZixowZGD16NMaNG4ff/e53KCoqajLenj17IiAgQP7aarXi4sWLAIAjR44gICAAw4cPb/C+hw4dQmZmJkJDQ+WP7t27A4BHRemn99m8ebPHfUaPHg2n04n8/HwArqrU1q1b5d/ne++9J1ejSkpKUFBQgCeffNLjMV577bV637N3794ePxcA+WcjIqLWx0SKiIgadeLECSQlJQEAzp49iwceeABpaWnYsWMHDh06hI0bNwKAxzqkp556Sm7vy8jIwBNPPCEnY/369UN+fj6WL1+Oq1ev4pFHHsHEiRMb/f4ZGRnYv38/Bg8ejO3bt6Nbt244cOBAo7c3Go0eX+t0OnnyYFBQUJM/q9PpxLhx43DkyBGPj5ycHDkRbOg+s2fP9rj9d999h5ycHCQnJwMAfv7znyM7OxvffvstvvrqKxQUFGDKlCny/QFXe9/1j3H8+PF6P+f1P5v0+2zLUxWJiNTOoHQARETUNn322Wc4duwYFi5cCAA4ePAgHA4Hfvvb30Kvd70P98EHH9S732OPPYYXXngBGzZsQFZWFqZPn+5xfXh4OCZPnozJkydj4sSJGDNmDC5duoTIyMgG4+jbty/69u2LxYsXY9CgQdi2bVuDAxya06tXLzidTuzbtw/33ntvvev79euHHTt2IDExEQZDy/499uvXD1lZWejatWujt+nYsSOGDRuGrVu34urVq7j33nsRGxsLAIiNjUWHDh2Ql5cnV6luhMlkQl1d3Q3fn4iIvMeKFBERoba2FsXFxTh//jy+/fZbrFy5EuPHj8eDDz6Ixx9/HACQnJwMh8OBN998E3l5efjzn/+MTZs21Xusdu3a4aGHHsKvfvUrjBo1Ch07dpSve+ONN/D+++/j5MmTyM7Oxl//+lfExcU1uAdSfn4+Fi9ejP379+Ps2bPYtWsXsrOzkZqaekM/Y2JiIqZPn46ZM2fio48+Qn5+Pvbu3Ssng3PmzMGlS5fw6KOP4j//+Q/y8vKwa9cuzJw5s9Ek5de//jX279+POXPmyNWrTz75BPPmzfO43dSpU/H+++/jr3/9Kx577DGP65YtW4ZVq1bhd7/7HbKzs3Hs2DFkZGRg3bp1Xv1slZWV2LNnD0pLS1FdXe3lb4eIiLzFRIqIiPDPf/4TVqsViYmJGDNmDDIzM7FhwwZ8/PHH8pqj9PR0rFu3DqtXr0ZaWhq2bt3a6OjyJ598EjabDTNnzvS4PDQ0FKtXr8aAAQMwcOBAnDlzBp9++qlc4bpecHAwTp48iYcffhjdunXDrFmzMHfuXMyePfuGf863334bEydOxLPPPovu3bvj6aefltd3xcfH49///jfq6uowevRopKWlYf78+bBYLA3GB7jWLe3btw85OTkYOnQo+vbti1deeUVewySZNGkSysrKUF1djQkTJnhc99RTT+Gdd97B5s2b0atXLwwfPhybN2+WWypbYvDgwXjmmWcwefJktG/fHmvWrPHuF0NERF7TCSGE0kEQEZG6bN26FfPnz0dhYSFMJpPS4RAREfkc10gREZHPVFdXIz8/H6tWrcLs2bOZRBERkWqxtY+IiHxmzZo1SE9PR2xsLBYvXqx0OERERLcMW/uIiIiIiIi8xIoUERERERGRl5hIEREREREReYmJFBERERERkZeYSBEREREREXmJiRQREREREZGXmEgRERERERF5iYkUERERERGRl5hIEREREREReen/AxxZFCFjce9bAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx, row in events.iterrows():\n",
    "    m = mobility_comps[row['new_id']].copy()\n",
    "    \n",
    "    km_scalar = 1.60934\n",
    "    res = m.mean(1) * km_scalar\n",
    "\n",
    "    plt.figure()\n",
    "    ax = res.plot(color='C0', figsize=(10,6), legend=None)\n",
    "    ax.axvline(x=0, color='k', alpha=0.5, linestyle='--')\n",
    "    ax.set_xlim([-20,20])\n",
    "    ax.set_ylabel('Distance (km)')\n",
    "    ax.set_xlabel('Days since event')\n",
    "    ax.set_title(row['event'] + ', ' + row['parsed_date'])\n",
    "    fig = ax.get_figure()\n",
    "    #fig.savefig(path_save + 'mobility_title_trunc_%s.pdf' %str(idx), bbox_inches='tight', format='pdf', dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "378c1a4a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "drones",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
